{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Alwb1BWrJ7HB"
      },
      "source": [
        "估值因子可以辅助投资者解决”买什么，什么时候买和什么时候卖“的困惑，实现低买高卖。\n",
        "\n",
        "**原始研报**： 国盛证券*专题研究*择时雷达六面图 - 估值面章节\n",
        "\n",
        "**研报解读**：  [[量化-研报复现] 通过指数估值因子分析市场状态](https://mp.weixin.qq.com/s?__biz=MzkxOTQzNDEzOA==&mid=2247484551&idx=1&sn=f045a20b53b74f7a16fdef7e76eaaa64&chksm=c1a36272f6d4eb64962edb2909622120a305d0e2b2f850b641300f62fe4ed153372f8f5648b3&token=717711493&lang=zh_CN#rd)\n",
        "\n",
        "**代码作者**： Spectator\n",
        "\n",
        "**结构说明**：\n",
        "\n",
        "第一部分: 安装并导入依赖包;\n",
        "\n",
        "第二部分：解析数据构建估值因子。\n",
        "\n",
        "**结果说明**：\n",
        "\n",
        "1.   代码复现的数据来自公开数据源，所以复现结果可能和原文有差别；\n",
        "2.   部分因子的数据缺少公开数据源可调用，尝试使用了类似数据进行代替。\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hjWZuuEvK_mv"
      },
      "source": [
        "# 第一部分: 安装并导入依赖包\n",
        "1.安装依赖包"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "X1VaJXkqLGyd"
      },
      "outputs": [],
      "source": [
        "pip install akshare"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "orIYw8bNLHcE"
      },
      "source": [
        "2.导入依赖包"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "oxiiv7cFbvxg"
      },
      "outputs": [],
      "source": [
        "import akshare as ak\n",
        "import pandas as pd\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VVwnisbmLLTF"
      },
      "source": [
        "# 第二部分：解析数据构建估值因子\n",
        "\n",
        "3.解析中证800的历史收盘价数据"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 352
        },
        "id": "7cv17XRy0xE5",
        "outputId": "e1ed2d8a-30ac-4d05-c2de-948977dcb8b0"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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x6r0zTh4+t7dYwouluoiIqD5C9YPpAzsgLd6E7ORocdu4Hu1w2bCsoL3Wqwv3Y21uCZxO4NetJ4N2XCKiUMTACRG1WasPFcmWm5IpUljl6Y9iaULmChEREUW+4mpXqdDU2CjV7VqN6/92BwMnRETkm93hFEt1tY8zAgD0Os9QnxCgtwcphVHaH0UnfFkREUUoBk6IqM2as/2UbLkpAQ9pfxSh4SsRERGRmoIK14SLtAST6nadxjUYxYwTIiLyp8piEx/HmfRe24V7U6u96d8neSU1suX3V+Qi59G52HmiHNUWG16ctxe7T1Y0+XWIiEKF96cqEVEbcaxYfuHXlIwTaUM+ZpwQERGRP8KEi7R4o+p2rVYInLTYKRERURgSAidReq1q+Uehj6ctCIGT0po6r3VOJ/DIj9vRIdGERXtOY96ufCz524QmvxYRUShgxgkRtVl5pa7ASXv3oEVTmsOX10oCJ+xxQkRERH7U1rlmAMcavQe5AEDrzjhhqS4iIvKnyuwKnMQb5fOi/3F+X8QZ9Xh0Wh8AQE77WHGbct9A+ZogWFZjxaI9pwEAuYXVXpkpREThioETImqTnE4niqtcM2a6t48D0PjAyeGiauzNrxSXWaqLiIiIpBbtLpD1VqtzZ7kKTeCVdFqW6iIiovpVWVwT+JRlum4dm4Nt/5yCwdlJAIDzB3TADaM7AwAsjay0YLa67nNz2sXK1iu/y56ZsxsA4HA48eyc3XhX0hfFF4fDiT2nKuBowoSB4ioLuvzfXNz1302NPgYRkRQDJ0TUJlXU2mBzX5R1SHTVF29sqa73FBeCLNVFREREgtMVZtz2xUZc8+E6zNl+Eue9/if+POAKokTpmHFCRESNVyFknKj0N5E2b9dqNbhvUg8ArgmDjbn3FSorJEQbsOHxyeL65BiDbD8ngH/8shNdH/sdH608jBfm7a339X7ecgLnvf4nnvptV4PPSzDxP8sAAH/szEe1pPcLEVFjMXBCRG1ScbWrtnicUS/OzmlsxolOp5EtM3BCREREgsIqi/j4nq+3YM8pT+Nco4+ME2GsixknRETkj1CqKy6A8lvJMVFIiY0CAGw+Wtrg1xLuc416LdrHG/HdHaMAAMXVdUiQBG62Hy/Dl2uPyp5bWu3dH0Xqwz9zAQCfrznqdz9/hCASALw0f1+jj0NEJGDghIjapBpJbXGDzvVRWNfIhnlROvlHqcXKUl1ERETk4i/2UW+pLs7FICIiP4Tm8HFGQz17ur5burl7nRTXE8hQWrynADO/3gwAMBlc2ZJpCa7KDUeLa2RBi4IKi9fz/b2esvR1MHy2+khQj0dEbRMDJ0TUJgl9SEwGnThoMXvrCbyz7CCu/mCtWL81EAZmnBAREZEP/q4pfAVOxFJdzDghIiI/Ks2uHicJKqW61AhBj4b25bz1843i4yj3/W+7uKiAn1/iJ3Ayb2e+bLmxlSAy3SW4iYiChYETImpzSqvrcMcXroZxRr0W7eKMAFyDFC/O24c1ucX4afOJgI9X7c5eObNbKgAGToiIiMjj01VHfG7zGThxr2apLiIi8kcs1RVg4MSodwVOzNb671mrLTYs2l3gNQGgQlIeTCOZQ+jrOw3wVHw4XWn2Op5GPg9RDAY1VHmt/HlOfocSURMxcEJEbconKw9jyDMLxVRhk0GHMd1dAQ/pBVxNXeDN5EqqXMcalJ0EoOGzd4iIiChyzd1xyuc2Xz1OdBqhVBcHfYiIyLdKS+A9TgDAaHB97wRSXvqJX3biti824vk/9srWC8EajUYje90h7vthKWGSosVmx7HiGox5fglu+nS9/D0oAiWV5oY3drfZHeKERoFymYiooRg4IaI25ek5u2XLRr0WJnHWjefCSqOc9uKH0PQ1KzkaAGC1O5Ffbm7qqRIREVGYq2+2q8/m8O4eJ3YGToiIyI+GZpyI976KKglFVRYcKqwSl7ccK8XPW1xVGJT9QoZ1ThYfS4Mc/TITZfs9Mb0P+mYmAHCV31qbWwyr3Ym1uSWy+2VloOR0pXePlPpIe6wIt/L9/zkfXf5vLl5ZsI/ZJ0TUKAycEFGbZjLoxDqv0hkpDbmwKqwUAicx4ronZ+8M0hkSERFRuKqz+y+FEqXTqa4XM044zkNERH4IQYd4U/3N4QFpxon8++m2zzdi0svLsfNEOQDgkndWqz7//IEd8NC5vVS3jeyaIlu+cFAmonTu17M5YJF8J+45VeH1HgRHi6tly7mFVTjnleWYvdV3Oe0Kd5muOKMeyTHy3itvLDmIXScr1J5GROQXAydE1GaolbvQaDQwGZr2USg0uuuY5GlGd6ykpknHJCIiovBnrvMMEg1WlDDpnRGPDknqjWy1YuCEkRMiIvKtyl2qKz7QUl3uTMdVB4vw2M878NW6o3A6ndiaVwYAeHfZIZ/PzUgw4a1rhiJBJUgzsVd7nNWzPQZmJeKsnu1x+LlpSEswiYGaOpsDxVWeTJK9+ZXiYyHoIWSKnCirlR371UUHcOB0Ff767VbZeqfTicV7CvDngUIUV7uOnWDSI9rgPSlh18lyn++LiMiXwD5ZiYjC2O6TFZj2xp9ifVUpm90hZpxIKRvW+VJnc4gXq+3jPIMfsQFeuBIREVHkMrv7nmk1QEyU53rjsmFZeOmygT5Lg7JUFxERKVWarTDqdbIm7A3tcSLc+64/UoL1R0oAABcMyhS3z91xCqUfrlV9bqzR+775/87rjU9XHcZTF/aHyaDDr/eMlW03ujNO1h8pwdztnp5fQmaL63253kN2cgyOldTgtUUHEKXXos7mwKTe6ViXWyzua7U7YHAf8/PVRzDrt93QaABhnkGl2Sb+TKROVzS8/BcREUf2iCjiTXvjTwCuuq1KNrtTtb54oI3kympc2SZaDRAvqSvb313LlYiIiNouYSKGyaATB3oAVxDFXz81YVdmnBAREQDc9d9N+GNnPtLijVj/+GRxvdBYPdAeJ2r3vpuPlsqWVx8q9toHgOqEwzvP6oY7z+rm+/XcGSfSoAkALN5bgD2nKmC1O8QATsekaLFyw4vz9gEAXlt0QPa8kuo6pCe4JiwKWTLSr0q1oAng6UtKRNQQDJwQUZum12lUBy5qfFxwKZW4AyfJMVHQajWY0jcdC3YXIElRV5WIiIjaHrO7hny0InCiNvgkxVJdREQkqLLY8MfOfACuxulWuwMHT1chv8IslrlKjA6sx4na989Nn25Q3feakZ3w9bpj4nJj+oRE6dTLYputDpz3+p+ydcYASmhvOFICnUaDh3/c7tUbBQA+vnE4bv18o9f6wkY0nCciYo8TImpzDDpPoCRKZcYNAFRZAss4EfqbJMW4LlQzk6IBsLQGERERyTNOovSe64/6AifCdcQtn3kP/hARUdthttpljdQBVxDgvNf/xM2fbkBRlet+NNDAiVrGiS+PTeuD2Cj/31f1vl4933dSgcwVuOfrLfhmQ55q0CTaoMPZvdPw0FRX8/r/XD4IU/ulAwBOlZvFEttERIFi4ISI2hxprxNh9udfzuoq26emLrCLquf/2AsAsLkHOPTumuRWh8Pnc4iIiKhtqHUHTowGLfRaz62XWuNaqcbM6iUiosjzly834fL31sjWbVKU1gIaEjgJPJARbdAFXMLaF18ZJ2qevqgfOiSa6t1vxf5C1fV9OsRDo9Hg7gndsPXJc3DZsCzcOtZ1n781rwz9/zkf5e4MHSKiQDBwQkQRzakybaVdnBFd28cCAC4Z0hEAcE6fdNk+gc5G2X7c1dTuaLGrFqvefWFoszPjhIiIqK0TM070ylJdvA0jIiJ1eSU1+HnLcTgcTixXCRK8vfSg17qYADNDAv3+Meq10Gk1mNQ7TVwXaAN65XGk9j97nup+b1w9BJ1TY7Hm0Un45wV9Zduk56Dmb+f0xMCsRLx97VAAgEajEUtnt4uTl9BesregQedPRG0be5wQUUQTaotLtYuLwpdXjsC+/EqMyEkB4Al4CGoaObNGKANmszPjhIiIqK0TrkNMBq1sNnB9GSdSTqfTbyN5IiJqeV+sOYI6mwO3jeta/84NdMk7q1FUZVEtRwUAe/MrZcs6rXrfTjW+Mk5y2sVicHYSft5yAoAnEPO3Kb1gcziRX27GC5cNDPQtiKSlsWOidD5LZQ/tlCQ+FrI1AeD5SwfgqhGdMO31P7H7lHo25j1nd8e9k3qobuuUEiNbfuC7bagy23D96C4BvgMiass41YmIIlqlxTsVN85kQFJMFEZ2TRUvMIUSW4LqBtY/ffXKQQBcF62Ap3QXERERtV2vLz4AwDX7NVUy6zW6npnB0vEvXlMQEYUWi82OJ2fvwrNz96Cgwhz04xdVuRqZf7chL6D9Fz4wPuBj+8o4GdAxEfEmz9xqnbu8ZN/MBHx+ywjMf2A8BmcnBfw6AmnGia9JA4OyEpGV7Alw9EyLFx9fNaITAOD964d5Pe/2cTn49o5RfoNGep0W90+WB1X+MXtXYCdPRG0eAydEFNGqVGbpmFRmueh1isBJgD1OhBkzI3JSAXh6prBUFxEREQkNfTcdLZWVC6mvxrx0QgevKYiIQou5zlNdoNjdnN0fq93RqIoEgfa7kgYd6iP9/umeFic+jjXqECspxSUEb5oqSvJ6dT5+Bm9dM1S2PKlPGv59yQDMuXesuC47JQY/3nUmACDBpMc/zu+Lx6b1waiuqfWew81n5nits9ia1ruFiNoGBk6IKKKp9Soxqcx0UWac1Fjqv5CqszlQZ3Nd/MVF6WXHYXN4IiIikhLqrQP1Z5zoJNclvKYgIgot20+UiY/Lar0DJ06nEyv2F6K4yoK7/rsJPR7/A1d+sLbJr5saG+W17qLBmT7LX6kxSjJO/j6lp/g42qBvVA+Tel9Pcm5C6bHPbxkhrnv+0gHIVpTT0mg0uGZkJ/TvmChbP6xzMg7+6zxsnzUVt47NCbg8WWKMARN6tZetW5tb0qD3QURtEwMnRBTRhIwTaVxELT1Zr5WvC6Q5vLScV6zRNQDC5vBEREQEAA5Fia3YKM+AVH09TqSN5O28piAiCinXf7xefKyWcfLi/H244ZP1ePLXXfhjZz4AV+Zhhdm7jHRDfHjjcNnyvWd3xwszGt53RDA4O1l8HKXXQisJRPz31pGNPq6UWlBnfI924mOdtmE9vJS9SQOlvD//dv2xRh2HiNoWBk6IKKJVuoMbyZJZnmoZJ8oLNout/nTqkhrXRXK8US9ewAkZJ3bWIyciImrTqhRlP4VJFoDvGvMCPTNOiIjCgjQYsutkObblleH95YcAAHO3n5Lte6SoWrZ8sqwWl7yzCt9v9PQyKa1WL/116ZCOGCLpMdIuLgp/m9JL9d7WnyHZSbhocCb+cX5fWQlJu8OBGUM7ol2cEQOzEjFWEtxoCqNK4ESaKSK9T29OBkVp7mSV7B0iIqXg5+EREYWQHzYeBwAkxRhQ7L4IVS3VpfOe6XK0pAbd2sd5rReUuI+XIrngFI5jbUQNWyIiIoocFbXymcXS2vH1ZZxIZ/0yi5WIKHQJ5afWHCrG1R/6L8d1sqwWA7OSxOVHftyOLcfKsOVYGa4Yng0A+HnLCa/nLXxgPHqkx8vWJUYbGnW+ep0Wr181RFyOidKhps6O7JQYpCWYsOyhCarBjsaSZpz8+5IB4uN/XtAXO06UY2LvtKC9lj93ntUNS/cVistOfrUSUQAYOCGiiHW4qBqL9hQA8FzQAuqzXpSlugDgivfWYNM/zvF5fCEtO0UyW8XgPo6NGSdERERt2onSWvHxOX3TERMlzTjxHziRlm1n4ISIKHRVujNOvlp3tN59CyrkDddPS5adTic0Gg3U2nYogyaAq99HMHx120jsOVWJGcM6AkDQ+5xIm9Fnp0SLj28e492wvTmN7JqKPx+eiF+3ncRL8/fBYmVzeCKqH0t1EVHEWrArX3wsDWQE0hwegJih4suhwioAQEaCSVwnlPxi4ISIiKhtkzYCfumygYiR9Dipr5GvtIwJS3UREYUuYYKedKKeLwUVZtlyWoJRfLzteDkAT49OwZtXD5Et/3rPGNx0Zhc8Pq1vo85XaUinZFwzspMswBFM0u876QSC1pCdEoN4k+u7uJaBEyIKQIMCJ7NmzXJHwD3/9e7dW9xuNpsxc+ZMpKamIi4uDjNmzEBBQYHsGMeOHcP06dMRExODtLQ0PPTQQ7DZ5F8My5Ytw9ChQ2E0GtG9e3d89tlnjX+HRNRmnSyrVV2vNlihk5TqEuqfChdVvuxwX9xKZ/sIgRNlQ1giIiJqO8yKAZmkmChZj5PYemb0SqdzMOOEiCh0CQETRwC1n/wFVy5+exXyy81ij87bx+Vg2z+n4IJBmbL9BmYlYdaF/ZAY07hSXS2tu6T0dbs4o589W4YwifKPnflwsl4XEdWjwRkn/fr1w6lTp8T/Vq5cKW574IEH8Ntvv+GHH37A8uXLcfLkSVx66aXidrvdjunTp6Ourg6rV6/G559/js8++wxPPvmkuM/hw4cxffp0TJw4EVu3bsX999+P2267DfPnz2/iWyWitqZcUltcOgChln4cI8lCeWHGQABAnw4Jfo9f7W76mirpcaJ1B05WHizCtryyhp4yERERRQC1wTGjXocf7zoTP9w5ut5SKLJSXcw4ISIKKbGSzIlVB4vw3YZjXn2t1NTUyYPqFpv88/295YfE0l8JJkOj+5iEksQYA364czReu3IwOqfGtvbpAJJYSW5RdeudBxGFhQYXL9Tr9cjIyPBaX15ejo8//hhff/01zj77bADAp59+ij59+mDt2rUYNWoUFixYgN27d2PRokVIT0/H4MGD8cwzz+CRRx7BrFmzEBUVhffeew85OTl4+eWXAQB9+vTBypUr8eqrr2Lq1KlNfLtE1JZUSAYtRuSk4I+drtJdainCep0Wm56YDI1Gg/WHSwAAtnoavFe5ZwPFSkpv6CQjHRe9vQpHnp/e+DdAREREYammTn1WcaA16dkcnogoNNkdTlRLAiCnKy145McdAT23ps6G1YeK8MK8ffjXxf29+mzsOVUBq/setF1862dnBMsZXVJwRpfWPguX05Wecmk/bz6BuyZ0w55TFRiYlVRvGU0iansa/Klw4MABZGZmomvXrrj22mtx7NgxAMCmTZtgtVoxefJkcd/evXujU6dOWLNmDQBgzZo1GDBgANLT08V9pk6dioqKCuzatUvcR3oMYR/hGL5YLBZUVFTI/iOitk3IOMlpF4tnLu4vrvdVHiM1zoiU2CixVFd9fUpqLHav4+lUPlVtdgcOnq5iKjAREVEbUW1pWu10Wakud8aJ0+nEg99vxasL9zfp2ERE1HjVPgLjgVixvxDXfLgO2/LKcOMn670yTtYdLsHmY2UAgJ7pcSpHoKYa1TVVfPzW0oPo98/5uOy9Nej5xB84VV7Le3YikmlQ4GTkyJH47LPPMG/ePLz77rs4fPgwxo0bh8rKSuTn5yMqKgpJSUmy56SnpyM/3zXLOz8/XxY0EbYL2/ztU1FRgdpa9X4FAPDcc88hMTFR/C87O7shb42IIpCQLv2vi/sjNdZTTis93uTrKQBc2ScAYK1nhqdw0SzNYJHOEBX8/YdtmPzKcvyw6XhgJ05ERERhrSkDa4CiObz7emT78XL8tPkEXl98gAM7REStRNm8Xcmg874fvHxYFgDIMlWKq+vEwEn3NO8gScekmKacJvkwvEuKz22jn1uCF+bta8GzIaJQ16DAyXnnnYfLL78cAwcOxNSpU/H777+jrKwM33//fXOdX8AeffRRlJeXi//l5eW19ikRUSsTMk4Sog3QaDR49cpBeOaifuiU6v8i1ODuU+KrVNehwipUWWxijVp5xon3hfIvW08CAN5eerDhb4KIiIjCTrWlqYETz2OhVJdVcl2inKVMREQto6qez/fsFM+95r1nd8eep8/F8C7qZRqFUl0PT+3ltS0pTJq/h6NBWYk+t723/FALngkRhboG9ziRSkpKQs+ePXHw4EGcc845qKurQ1lZmSzrpKCgQOyJkpGRgfXr18uOUVBQIG4T/i+sk+6TkJCA6Ohon+diNBphNEZODUgiajohcCI01btkSFZAzxMyTtRKdS3ddxo3f7oBFw/OFGcbSQMnWpXAiYCTQ4mIiNoGaQPgJ6b3afDzZT1O3KW6pFkolWYbTAbvnm1ERNS8iqosfrfHS+4N/zbFFRDJaadedsvsDoKnJ3hXROBnfPOprCf4ZXc4VSdEElHb06TOR1VVVTh06BA6dOiAYcOGwWAwYPHixeL2ffv24dixYxg9ejQAYPTo0dixYwdOnz4t7rNw4UIkJCSgb9++4j7SYwj7CMcgIgqE2WoXZ2MmRDdsto6QXm1VyTh54Y+9AFxZJHXu7UmS4+tUSnUJnGDkhIiIqC0QMk5Gd03FbeO6Nvj5ep13c3hpE+FKs7WJZ0hERI1xvNR3CfmMBBPumtANADCuRztx/Rk+Mk5KqusAMLukpVms/rM2j5fWtNCZEFGoa1Dg5O9//zuWL1+OI0eOYPXq1bjkkkug0+lw9dVXIzExEbfeeisefPBBLF26FJs2bcLNN9+M0aNHY9SoUQCAKVOmoG/fvrj++uuxbds2zJ8/H0888QRmzpwpZovceeedyM3NxcMPP4y9e/finXfewffff48HHngg+O+eiCJWhXtAQaORz/oJhEHIOFHpcaKceWLQaWQ9TvzNTHGwqgYREVGbIAROUuKi6tlT3etXDhEfCxkntZLASX2lYoiIqHnkl5sBuIIkSteP7oxz+3fAsr9PwLvXDRPXazQaDOjouzxUTJQeU/qm+9xOwaVX6UMjlVtY3UJnQkShrkGBk+PHj+Pqq69Gr169cMUVVyA1NRVr165F+/btAQCvvvoqzj//fMyYMQPjx49HRkYGfvrpJ/H5Op0Oc+bMgU6nw+jRo3HdddfhhhtuwNNPPy3uk5OTg7lz52LhwoUYNGgQXn75ZXz00UeYOnVqkN4yEbUFFbWuAYV4o95v+Sw1woVUfoUZF721EmbJQEWsIgiTFBMlK52h1hyeiIiI2pb/rjsGAIiNalyplQFZiRjV1dXAVmgOrxY4cTic+Ou3W/C8OyOWiIiaV527qkG8yXtyXrS7vFaXdrGIU9w3RvspvRUTpcNTF/WDyeAaohM+/6l5ROn8D4UW1lOOjYjajgZNw/7222/9bjeZTHj77bfx9ttv+9ync+fO+P333/0eZ8KECdiyZUtDTo2ISEbsb9KItGe91nMhte14ORbsLsCFgzJdKxRJKImKMmDKjBOnpLEJy2oQERFFPrPVjoOnqwAA+wqqGn0cMQPWnXEi7ZsiZLGuO1yC2VtPAgD+77zejX4tIiIKjNX9AazWgyTaT7DcolIGWnyeQYdYox7rH5+MP3acwtR+GU0/UfKpXZwRB057vp+7pMbgSLGnPFdxVV1rnBYRhaAm9TghIgpVFYrG8A1hUKTu3vfNFjHoUWOVl8ZQziRSTl6Z9esuzzmZbbD5uWAmIiKi8Le/oFJ8XN2Eklp6rdBzzTUJ45BkkMfunphxrITlRIiIWpJQzlktg8RfVol0Et2tY3NkzxEqJCSYDLjyjE5IimlcmUcKzDMX90fn1Bg8dWE/fP+X0fjjr+Nx9YhO6JIaAwAoZsYJEbkxcEJEEUnocZJgakTGiUrq7huLDwAAaix22Xpl4ERZquvzNUdly0LDeiIiIopMlWZPsKRTSkyjj6NzZ8DaHa5BulWHisRtDve6A5KMFmmWKxERNQ9hIpxJJbtEKLWlRvjcBuRlHKVlGKlldE+Lw/KHJuLGM7tgRE4KoqN0eO7SAbhsWBYA9hEjIg8GTogoIpU3IePEpPf+aDxc5JrRqbyIijXKL5ilZb7UrDxYhBX7Cxt8TkRERBQepCW1nrm4f6OPI2TA2uwO2OwO7JcESewOJ06V1+KjlYdl64iIqHlZHULGifd9X0qs0efzJvRKEx9HRzWoaj61EKH8mrkZg1mc5EAUXvhpTUQRSSjV1ZiMk2Q/qdEVij4lsYqL3nriJvjLl5sAAJuemIzUON8X1kRERBSeaupckyzO7JaKjknRjT6OkAFbWGnBA99vExsSA4DN4cT7y3Nl+9scTugb14ueiIgCJGScqJXl6pBo8vm8h8/tBY0GOH9gJo4We8osnj+wQ/BPkhpFCJw0RxbQgl35mPXrLsQa9fj69lFoH8+xAKJwwMAJEUWkpjSH12o1iDfqUanILjFb7TBb5aW2Yr16nMhLdflSXF3HwAkREVEEEjJOYpo4o9jgvqZ4Y8lBr20OpxO/7zglW8eMEyKi5if0OFH7xE1L8H1/FxOlxz8v6AcA6JeZgLIaK7q0i8HZvdOb4zSpEaLFjJPgltfOK6nBHe4JlADw37VH8cA5PYP6GkTUPBg4IaKIVFHrCnokmBr3MZccG6UInGjELBapGEWpLp0msMAJBzeIiIgikydw0rT0D73O9zWF3eFE+3gjTld6GtjaWf6DiKjZCaW6+mUm4FSZGeuPlIjbjAGm/ZkMOtwiaRBPoaG5Mk6OSDKMAMDmYN9TonDBHidEFJGa0uMEAFJi5eW6jAatbHBCEOdVqiuwwAmbABIREUWmGvfEC2UftIbS+an/6XA6EafIerXbGTghImpuYnN4gw7f3zkaKx+ZiEFZifjP5YNa+cyoqaKjXN+7liDfq0t7nwHAT5tPBPX4RNR8mHFCRBGpxn2x09jGe8mKEl82uwOrDxV57RejLNUVYMbJ3lOVGNopuVHnRkRERKFL6IemDGw0lKGejBPl8W3MZiUianZWd5Ba7w5uZyXHYPY9Y1vzlChITPrmyTgprqqTLZ8qN6O0ug7Jsb57qxJRaGDGCRFFJGEmkL9BB3+UFzFWuxPF1XVe+8UpS3X5yDhRNn977OcdjTovIiIiCm0l1a7ASUps03qZ6f1knNgdTq/6+g6W6iIianZCmSV/5RQpPJmimidwUlTlXblia15ZUF+DiJoHAydEFJGEpn0GXeM+5lJilIETB8x13hdQgTR+vXVsDlJVZpNY7axtSkREFGlKql0DJGrf/Q3hb/KHw+n0uo5gxgmFG6vdgZUHisQJT0ThwCZmnDBwEmmEjJNgN4cvVCn5fbrSHNTXIKLmwcAJEUUkqzATqJEXtN4ZJw7xAio7JVq2XkptsqdOq4FR7/1xW67SbJ6IiIjCW5G7JIeyX1pD+W8O730Nwh4nFG6e/m03rvt4Hbo//geczJiiMOHJOOFwWqSJdmecqE2YbAohcDK0UxIuHdoRgCc7lYhCGz/piSgiNTXj5NqRnZAWb0S8yZVRYrU7xZTdm8/MEfdLUvRCUSuTodVoYNR7N4hl4ISIiCiy2B1OHDhdCQDIaR/bpGP5LdXldIp19gXCYB5RuPhy7VHx8clyzr6m8CDeZzLjJOKYDK7vXbMtuIGTkhrXhIpbJJUoSmu8y4ATUehh4ISIIs7bSw9ix4lyAI2vPZsUE4U1j07C61cNBgDU1tnFwInJoMNXt43E36f0xISeabLnqfU40WmBKJWMkwoGToiIiCLK6UozzFYHDDoNclKbGjjxU6rL4V2qiz1OKJwoM0zKa3hdTOHB6i6LyIyTyBNtcE12tNqdQS0hKHy+JUVHIcldErxEpX8qEYUeftITUUR5/o+9eGn+PnHZ32zN+ui0GvH5u09VYNGeAgBAdJQWY7q3wz1n94BWMaiRlRyNGUOzFMfRqgZOqi3BnclCREREravKbAMAxBn1XtcIDeVvUM7ucKLOJh/U2XS0tEmvR9SSlJnXlWYGTig81Na5PudjorwrClB4Mxk8/6Z//XZrUI6580Q59hW4MlGTYgxiGc8yZpwQhQUGTogoory3/JBs2V9j1UBIS30JE+OiDb4vkjUaDV6+YhB+mTlGXKfTaBClMvhRZ2fghIiIKJJUWlwDarFGfZOP5e8a5uk5u7E3v1K27pEfdzT5NYlaSkGFvFlyhTvoSBTqKiUBcoos0r6kc3ecanJww+l04vw3V4rLidEGJLszThbtOY3cwqomHZ+Imh8DJ0QUMXa6y3NJNTWFWm3QIpDBkDijJ7jiq1RXnY0lNYiIiCLJJysPAwDyg9CvwV+pLqJwV1Ah/xthCVsKF0JmodALkyKHRiP/3s0rqcX3G/NgsztgaUTfk+OltbLlpBgDEqM9PVLPfnm5eN1ARKGJgRMiihi3f7HRa11TM07Uymx0SDTV+7yYKM+FtFarkQVOurqbxdYFsW4qERERtb45208BAGyOpk+OYP18imTK4OLpSouPPYlCh8PhRJW7VFccAycR74K3VuLh/23HGf9ahN7/mIf5u/Ib9PyTZfLASZxRj5x28v5nT8/Z3eTzJKLmw6txIooYlSop/oYmDjpYrN7BjYzE6HqfJ81KcToBafwlweSaZaKsTU5EREQkaOrkD6KWtC2vDDO/3ox9ihJyasprrXj4x+2ydUeKqpvr1IiCpsZqF8s3xxsN/nemiFFaY4XTCfzly00Net4D322VLWs0GmQkmjCme6rP55RU1+HtpQeDkrlKRE3HwAkRRQy1AYamlrkwq6TkBlLPNlbSLNBstUOaXJIU47rItjLjhIiIKKIIJTguGpzZ5GPptKFzq1Znc8DpZIlR8u2it1dh7vZT+O/ao373M1vtGPTUAnH5pjO7AAAW7Sng7xiFvEqzq6ScXquByRA6n9EUmk76CH70z0yULY97cYk4qfL/ftyOl+bvw11fNSxIQ0TNg5/0RBQxdCpBkqZmnIzK8T0bxB9peY3aOjsckhvBWHcZL2acEBERRZb28UYAwJVnZDf5WA3NOGmuRsU7jpej3z/n4dWF+5vl+BTeymusmL31hLi84UiJ3/3/NXePbPmes7sDAIqr61BT1/AeAkQtSehvEmfSe/XDIJJauLtAtjwwyxMsUZbsziupxY+bj2PlgSIscD9vy7GyRvVVCQYGsYk8GDghooghzPLsmOQppdXU69noKB1eu3Jwk45Ra5UHToSBEGacEBERRZZa98CvtNdZY+lVMk4GZyd5rXvmon4AgH6ZCU1+TTVP/bYLVrsTbyw52CzHp/D2tx+24q/fbhWXE6J9ly9yOp34Y+cpcXlqv3SkxkaJy9LjEIWiSgsbw0e6x6f18bt99cGieo9hdzhl/Vd/vvtMfHfHaHH5qjM6eT3n89VH8NbSA7J1j/20s97XCrYbP1mPnEd/x7a8skY9/3hpDU5XsMwYRQ4GTogoYgiDFW9cPURc5whCbEKYPQoA/7ygb4Ofb7Y60DM9HgDQLs4oNoq3MOOEiIgootS4mwbHSEp2NpZdMePz/euHIU1yTSIQeq+1xHVFAQdDSGHRntOy5WiD79/9k+VmFFXVAQDumdgdL142SDZrf9GeAl9PJQoJYsYJ+5tErNvHd0XvjHif22dvPVnvMX7ddkK2PKRTMqIl1wW9MuKx4fHJGNY5WVy3N78SJxTN5H/cfDzQ0w6KpXtPY/n+QgDADZ+sb/DzjxZXY/yLS3Hx26vgcDBrhSIDAydEFDGq3YGTxGgDbjqzCy4enInslPobudcnUTJz7owuKQ1+vtlmx23jcvDgOT3x/KUDYLO7LiLeX36oyedGREREoUMoNeRv8DjgY7lnNgsyEkywqwxEGJt5QoYw4QMA7v1mS7O8BoUntXIu/toLbjjsKuPVt0MC/j61l+wamygcVLoDJ/HNVBqRQkNyTJTPbfEmfb2lrA4UVNX7Gu3jjXj7mqGydXkltT72bhnSsovltVbM/GozrvtoHZ7+bTcKKy1+n7todwFeX3QADqcrSH66nv2JwgU/7YkoYtRa3YMVUTrMurBf0I6bLCkhIB08CJS5zg6jXof7JvUAANzmTtutMNv8PY2IiIjCyAPfbRWDF6lxvgddAlWt6Pdg0GllpT8B4PyBHSSBk8bVQr/n683Ym1+J2TPH4MnZu3CyrBZf3DpC7BMnPY/1h/33r6C2pbDKe2DMbPUdwPvFPSh3Vq/2svUvXjYQD/9vu2qzbbPVDqNey34SFBKE5vAs1RXZbH7KVny08jCSY6Mwc2J3n/uU1ljFx7eMyfG5X0aiCQseGI8pr65Q3S4tQd4ShPEUwdwdrtKKKw8W4ZNVhwEAY7u3w39vGynb70BBpTjGIcgtqkJGoqkZz5aoZTDjhIgigtPpFJutGxsR3PAnSTIbTsgWCYRwQT2mezvZ+s6pMcE5MSIiIgoJx4pr8PMW16CwVhOcHifK3vBReg3axclLdf370gEwuK97GtM7bc2hYszZfgoHT1dh9taT+HHzcazJLRYzAwCgWpL5Mm1ARoNfgyLXmkPFXuvMPgJ4TqcTO46XAwCm9E2XbRvfwxVIUWZUHTxdiYFPLcBTv+0OxukSNVlZrWtAPDGG2VKRrL4Mzpfm7/O7fcuxUvHx5cOz/O7bMz3eK/vu5csHAQBOlNXC5v5ub4mG7cdL6894WXmwCOW1Vtm6f/++x2u/ZfsKg3ZeRK2JgRMiigjSixtTEMpjSEnrlDfkInnhA2fhjauH4IbRnWXrn790YNDOjYiIiFpfcbVn5v2dZ3ULyjEvH54tW9ZrtRjbQz4ZI0qnRZQ7M8Rqa/igyrJ9nv4Uj/28Q3x8stzTy0RaMiy/nD1OCFh1sAivLdqPJ372bly85ViZ6gBfQYUFxdV10GqA3hkJsm1RYvDPKQuevLssF3U2Bz5bfSS4b4AiWm2dHS/N34vtx8uCfuwydyZBUnTTswopdNVJxhauVHwXC4pUMu4Ewu/JZcOy0KdDgs/9BEmKMQbp8gvz9iK/3Iwxzy/B33/YVu+xGiuvpAa7TlYEvK/AYrNjqUqQxN/PhyicMHBCRBHBIikLEOyME41Gg69vG4m3rxnaoHTZjEQTLhyUCb1Ofj6d3BknjSn7RURERKFH6G3SKz0eD5/bOyjHjDXqMaqrp7eaQa/FhYMyMeuCvhiUnYTbx+XAZNBB705N8VdaxBehUbeSkGXidDpRUuPZZ/OxMixmA+82zel04tqP1uG1RQdQ6f49uWdid8y9b6y4T25RNQD54OO+gkoAQNf2cbImyYD82l36HCc8QRSztXGl6KjteXf5Iby99BAufGtV0I9dXuv6PExmxklEk5bFfPrifnjvumHo2j5Wts/GI6XKp4mEkm73+CnnJSWNNU8f2AEDOiaKyx/+eRivLdqPk+Vm/G9T8zWL/9v3rqBMIFURpRkn0iCKVLWFZckpMnDUjogiglDXW6sB9P66UjbSmd3bYfrADkE5lsl9c1hnc6g2eSUiIqLwUuUeIIg1Bjfr1aj3HM+g1UCj0eCmMTmYPXMMHp/e17Ve57muaChppoyUzX19su14uVfPijcWH2jw61DkOFLsPUh205gu6CuZVf3+8kN4a8kBDJg1H9uPl2HO9pPYc8o1kzkjwbvmvTRwUmu1491lh7DpaKkso/zGT9a3SKkaCn/C71pzKK12Z5wwcBLRpB81Rr0O5/bPELM7Bb4CBnaHU+wNFmgvHJuk1Obb1wxFvEn++7U211MWsbH9zOojXA9cOsR/aTHAk1EDALmFrkB5/44JsuwcYUIJP7cp3LGjFRFFhFWHigC4sjhCvXmkdJadxWYPSh10IiIiaj3VYuAkuN/pBslAjUGnPufNoHWttzViMkZJtXrGyeytJzAyJwWFld6BlWC/Rwov63K9+5qkxkbJrr+/3+iZFa2c9Z8c613iSK/TQqfVwO5w4n+b8vDCvL3er3u4BN+sz8M1Izs15fQpzO08UY61ucW46cwuXln9s7eewJztp7A7wHJDjXGqwlWuMDGGpboimUNlsF/ZR6zSR0ZFldmzXhkA8UX5/R0dpcMLMwbgkR9dJTSlAeviqjpkNkPTeOF64I7xXXHv2d0x4T/LfO5b6s5EXXmgSMyCyWkXhxcuG4hJfdJwx5ebUGWx4YlfdmDR7tOYe99YpCp6tBGFC2acEFFEeOA7V2qpclZkKDJJZo+Gw/kSERGRf2LgJMiTIaRzQQw+Snwa9K6dGtMcvsrHwM/24+U4/82VqLJYvbZx8mjblFtYhe835slmPgsaMmkpVSVwAniyTra7G8ir+e/aowG/DrnKBe3Nb74gQmu44v01eHbuHnR//A+8NN8TYCuvteKv327Fwt0FOFHmaXAdzNnuBwoqsS2vDACQFM2Mk0im9ltzZjd5jzFpgETqqd92iY8DLc2tNvHhyjM64fZxOV7rm6N3iN3hRJm7/FZyrAFd2sVi51NT8a9L+qvuv/JAEUqq63Ddx+uwYLerfGdOO1cpM2FyxYnSWvx37THkV5jx7Ya8oJ8zUUth4ISIqIVptRox1beW9ZqJiIjCXoV7ACUuwLIcjeGrFKmQiWK1Oxs8SFhj8X8dUuXe3jsjXlxnbqYyIRTaJr+yHA//bzt+2XoSADBzYjdoNcBNZ3YR93n+0gH1Hqd9vPqsYyFw4q+MrbSuPvnndDpx0durcO5rf2LT0ZLWPp2gEcr/AMDbSw+Jj4WAhlIwJ6nNkgyIs1RXZFP7Kn3kvN54fFofXHWGqxyVcmJBlcWGQ4VV+GnLCQCArgHlw/99ieuz86+TesjWd20f57WvWiZoU5XV1InvOdmdTRVn1Mu++3+9Zwx+vGs0AGDernyvzK6u7sCJUJ7stOQ8+dlN4YyBEyIKe+HYLNJkcH38huO5ExERkZxQ4iI1LrjlW6SDN/WV6gIaXq6rps4V8PE1mL3dPRjZLzMRD03tBcD/wDZFpu835kH5zz5zYnesfXQSHp/eR1x31YhOOKtne7/H6peZoLpemKWslgU1515X4/n8CrOsFwB5czqduPebLRj6zEKx98C8nfmtfFbBoVbCTSCUDlJqTO8nNVUWG1Yd9GRbxbFkYURTm4QQZ9Tj9vFd0cfdz0n5WfXEzzsw6eXl4vKLMwYG/Hrn9s/A+scm4f7J8sBJjzTvwElTMk6qLTbVvwnhGiYx2iC71hjWOQXPXNQPX9wyAgOzkjC0U7K47bqP18mOIWScqPWxqmhi4KSspg6frTosXrMQtSQGTogo7DVHumpzMxlc5bpq6xg4ISIiCnfF7muRdrHBruHtGbzxNXtVKNUFADZ74EENp9Mpzt5+77qhmNwnHYOyEmX7/OCuXR5n1KF/R9c2Bk7antcXHZAtX3VGNmKi9EhLMHkF9J6fMQBpPgJxADAwK0l1fYK7F8AuxSzm7JRo9O2QAL27B0phGF73t6QbP92A37adRKmkeXOcMfyzI+wOJ95ddshrvdBzp9pH9pzFHpx7rdzCKvHx7eNyVDMBKHL4+5YTgmaVilJdQjaeoJckWyMQaQkmr7KHQzsli4EaITBR7KM3WX2qLDaMe3EpZry72mubEFxNUSmleP3oLhjvDoj7Kst46dCO4jVCuzgjDDr5ft9uyMOCXY0L4C7aXYDBTy/ErN924/k/fAdPiZoLAydEFPZ8XSiHMiFwYmG5CyIiorDmdDqx8WgpgObNOPFFL8k4qWvAbPw6u0PMUOmRHo+PbhyO0Yoa7oLOqbHQuQdMGDiJfOW1Vmw/XoYle139IoSeEcsfmoC3rhmCZy5Wr3sPAB0SozG1X4a4rNUAg7ISYdRr0bV9rOrAHOAp71KiGBT89KYR0Go1iInipKNArNhf6LVO+NmFsw//zFVd/8UaV9+bah/9moTG1U0lTNTr3zEBj0/vG5RjUuhSaw4vEEpy+uoRJkgMQh8crVaD2TPHYNuTU8RsvvpKbPpy0VsrUVJdhx0nymVVL/JKavDywv0APJNAGuLFGQPxyhWDxckdWq0G7VQawd/x5aZGnfdtX2wUH//iLoNG1JKYX0hEYa++i5ZQFO0OnLA5PBERUXirqLXheKlrYHlsD/XAQ2MFEqKQzuxsSBkj6eBLjPu6xFcflZvO7IJ1h119EhpaDozCx978Crw4bx+W7D3ttc2g06BTSgw6p8bWe5ye6Z7Z+Osem4yEaD0qzTbERvkefkhQDDLed3Z3XDWiEzKTogEARoMOMNtgCVLppUgVZ9R73RtFQmngt5ceFB93SY3BkeIaAEDP9HjYHU786/c9qs97cd4+3D2he5Nfv6jKXY4x6FmFFIr8TVoQgry+msMDgEbjuwRmQ0XptYjSaxHtDoBWN6Jc1ZGiahxyl+4DgFPlZjGDZfOxUnH9LWO9m9ErDeiYiB0nysXl9ETv0ly+SuRd//E6fHrTGdC7MxWLqyy49fONuHRoR9wwuku9x6kw2+B0On1mvhA1B2acEFHI+XjlYXy34VjA+4djrUuhxwlnzREREYW3Kvd1SJRei7R47wGEpgik2btGoxEDHtYGlOqqMLtK+cRE6cRBDL3OezCiR1octFqNuI0ZJ5HrmTm7VYMmANA+zhjwYNVVIzrhzrO64ZvbR6F9vBFGvQ7t4oziwJ+aJEXg5PLh2WLQBPA0jxcCJ8dLa2BlvxOZOptDdULZ3oLKVjib4JIGf0bkpGB4Z1evBaNBi335zff+qi02/LT5OLa6+z11UBkkpsjjN3DiLn0n/VsrVWTKZSVHixUmgiW2CVl3e07JSyBe8OZKMUtLaPLeOTUG953dw+u5Sv+9baRsOVUli3Byn3QAQLf28kD7nweKsP5Iibj82eoj2JpXhidn71J9rTKV3kX3fLOl3nMkCiYGTogopOSV1OCZObvxyI87xMGC1QeLcMcXG3GqvFb1Ob5Ss0OZcCFlZqkuIiKisCbMOm3NZsFCn4mGDCQLPRCSYzyDHmoN6IUyP0IZDgZOItPqQ0Wy5tdKDenpYNBp8X/n9cbobqkBP0fZNF759yQGTqx2/LrtJMa+sBRvLjkINXU2B05XmAN+7UhxulL9Pc/dfiose0IKbHaHGBS+bFgWHp/WFz3d/SMsVvVgUbB8tvoIHvx+G75e55rUNzg7qdlei0LHY9P6AHBlWyoJpbpOlZtxuKgapdV1OPvlZbJ9xvVoH/RzinFn7FU3InBSpmjOXmWx4Wd32avl7vJ+D0zuCa2PrFOpxGgDzh/YQVwWMlekHpzSE49N641PbjrDa5s08CMNiKqVCatU+dv+Y8epes+RKJhYqouIQoq02Znd4YRep8E1H60DABj0Wrx9zVCv54RzjxNmnBAREYU3YdAu1hj8PgKBhij0Og1gbWjgxHXNJa3Drlaqq8S9H3ucRK4tx0pxzYfrxOU+HRLw5tVD8O6yQ/hxs6tHxIWDMpv1HDpIsksAINYrcOL6+3ril504cNrVqPuNxQfw4Dk9Zft9ufYo/vHLTui1Gnx68xnNMoAZqo4U1fjcduh0lWrfgXBQLhn0ff7SAdDrtDDpPZPQGlO6KFBzt8sHaSf3TW+216LQMX1gB4zsOlk1myLB5PlsmvifZarPnzG0Y9DPSZjEsOtkeT17ehOaqk8bkIHcwmrsza8Ug8tCX6nuaYEHx/918QAM6JiISX3SvT6rASA9wYQ7xncDAPzfeb3xyoL9Yg+24irPeI80i3HZvkLMGJYlO44wQTYz0YQ7J3TDk7N3YWin5IDPkygYmHFCRCFFOutAWUO7sFJ9ppRyBkU4EEp1mVmnmYiIKKwJN/b++jc0ViDN4QFPwMNfQ1ulciHjJFYSOFHJOMkrcWX8ChknNgevXSLNpqOeGvfXjOyEP/46Dt3T4nBef1eT9wsGZeKKM7Kb9Ryi9J7fvSidVrYMeO4RhKCJmv0FlfjHLzsBuO4jnvptdzOcaegSglxqwjncKfybp8Ubxc8o8V7Kahcnoo3okhLU17U7nDhWIg9GhWvwiRqunY/yhKkB/A50bRd4ECJQMe4ARW5hNdbl+s4OBFz9qib+Z5nYTF0IPv55oAjnuIN/wjrh/w1pZp8YY8BfzuoWULDlzrO6YcdTU3CZOyhSVO0Z05GO7+SV1uC1Rfux80Q5Zm89gZ0nyvHXb7cCcAVYOqXEAABqOPGUWhgzTogopEgDJ8oZjcrax4JdJxo+66K1JZhc76Ws2rtuJxEREYUPIeOkNUt16bSuQcSGNG4XZmnHSAI+vprDA5D0OGnMGVIoE/qGJMUYMOuCfuL6SX3SsORvZ6FLAA3hm8ooCdqlqMzy9jWByuFwQqvVoLjKgimvrpBta82/ydYgZJxN7NUeS/e5yu8kmPSoMNvCOst9x3HXvd4ZksCIkIFktjrE4LWvHjoWm13cvyHu+3ZLs5YBo/A1tns7rDxY5HN7UkzgQYhADc5KEh9/te4YRnb1XQrxmTm7cbioGvd/txUTe6WJ60d3TRUDJGW1VpitdvHzP7EZzllg1OuQGuf6XC+uqsO+/EqkxRtln+uvLTog+7/UibJa8fO8OTPMiNS0rSsJIgp5ZqvnbtzmcMqaoqrV3QZcsxPCTcdkVzmCE2XqfVuIiIgoPJS5MzeaY6Ak0DCIcIlkC6A5fJ3NgVm/7cLaQ64Zq9KZ/dKSqb/dMxazftuFeyZ2B+AJqtiZcRJxhFItVw7Plv0+aDSaBvU2aQrp6/ZI935Ni48s7dOVFmQkmvDZ6iNe25wNyMCKBMJ91Dl9MzAgKwn55bU4UlSD9UdKwnKW9nvLD0Gv1YifS2kJnpn+QsaJxWbHD5tcmTa+yiWW1ViRnuA/cGJ3OPHhn7mIN+lxTt90lFTXeZXpIhIIEwmkrh6RjWqLHQOzElUzVZqqU2oMpvRNx4LdBfh120lM7N0elwzJUt1XOgH1py2eTLRnL+mP5e6gammNFZvd2YZaDRDXDFmzUu1iXX+/G46U4OOVh9FeETjxZ0Kv9p4eL2FYpp3CGwMnRBRSLDZ5xkmdZFrj3B2n8LbKc6R1Mj+4flhznl7QdHTXcT5Z3vYaVxIREUUSoVeItMl6sAQ68Kt3Z5zUV6rLanfgiV924PuNnoGUKMnElI5JJvHxgKxE/HjXmeKyViOU6mpbg9GRxuFwwupwiDPwnU4nNroHz4QZwa1BGjjJSo7x2t4xORqHi6q91p8oq0FGokm1+Xmgg3KRQriPMhm0Yu+XGz9ZDwCotYbXYGNhpUXsyyBIkXzGGt2/LwUVZqw/XKJ6jDijHlUWG0pr6pCeYFLdRzD+xaXihLbHf96J5y8dAMCVsfP49D545McdSItnmS5yUZvQOevCfo3KbGqIuyZ0w4LdBQCAB77bhrN6pmHO9pOYNqCDrIxcZqKnZ9TiPacBAGd0SUZavAlJ7r+jFfsLscLdGH5455SAGsM3Rbt41+tud2eQNeTz+flLB6LOHTyvNFvhdDqbJThFpIaBEyIKKdIZBDaHA+Y6+Reize7wqr8t3CgtfGA8eqTHN/9JBoGQSm4Js5sYIiIikhNm66e04qCzp/+I/6DGw//bjp/dNc8F0sDJpUOzUGWxY4pKA2QhOMPm8OHt5s82YPepCvx+3zi0jzfiX3P3YFteGQAgJbb1BoalA5HtVf6WHjinJ+77ZovX+sd/3gmLzSEOpF8+LAtb88pw4HQVTpabUWm2It7UfCVoQolQ8thk8AzeCg2la8OsvI3aoKpVMqFOuB88Xlor2S7/bEpLMKKq0IbSav/9MCvNVq8qAL/vzAcA9M1MwBXDs5EYHYVB2YkNexMUsQwqGSfNHTQB4DXW8fcftmHJ3tNYf7gEb10zVFwvnUQhlBQb1tlV6k4tO/bsPmle64Ktf2bj/n40GiA9wQir3YkovRYWmwNHi2vQpV3zl5AkAtgcnohCTKXZc2FrdzhhtskDC3WKwto2uwMVZteNgFo95FAlDD5YWSiciIgorDVvxklg+3nKaPl/gjJoAgAGvWcAyKDT4taxOchO8Z7xr9MF9hoUuqotNizfX4jCSgvO+NcivLPsID5aeVjcntyMNe7rI804UWu+fOGgTDwxvQ/6dkjApicm49IhHQEAe/MrcbioGnvzKwG4+rIsfPAsxJtcc0TfXnqozZTsEkp1CWWsAM9kreoWKNXldDrx2arD+OjPXLHvSGOVqPSBnDHMU5ZICBaflAQ8bh/XFanu+0GjXit+JpfV+O8p+eGKXK91x92loKMNOmg0GpzbPwMdJLP4qW0T7uVbmrJv05K9rmySOZKycocKq/DL1pNezxWCqGp9Y4dkJwXxLNX1SI8XP7elbh+X4/d5TqerbGSUXot+mQkAgE3uLEmz1Y7PVh1GXkn4lW6n8MHACRGFlEqz5yLbZnd6XXRbbfIbH+lNQDjNJovSs9wFERFRJKhxZ8vGNkMj6rN6tncd20fTY4FQYiOQHidKvnrIKQnBGYvNwYkfYai8xor3lh+SrXtx3j7ZsjR40dKkmU++SobdNq4rfv/rOKTGGZGeqF56KTHa9Vzhb+G95YcwYNYCfL8xL8hnHHrEjBPJzHcheFCqEogItjWHijHrt914du4ezHh3td99y2rqZEEPpeJqecbJoOwkdE71zDAXAidClkm39rEYkZOCL28difE92+N/d54pBgJLa/xnnLyr+LsAgNxCV1m4mGbu+0DhSa3HSSjYdLQEk15errot2p2JlqgInAzKSsQZXVKa/dwA4JUrB4slywUTenlnu0wf2EH1+YOykgAAf/thG6otNry/PBezftuN899cGfRzJRIwcEJEIUWaceJwOnHLZxtk2y12+WypGnfauUGnadWbvYbyZJwwcEJERBTOqt3XIvUFNxrjpjFd8NqVg7HwwbP87icENfz1OPEV7IgKMHCildQTf/D7bQE9h0JDlcWGQU8vwJtLDvrcZ9qADIzumtqCZyVnlGacBFAyTDn4JxDK0Dxxfh9xXZXFhof/tx21YdggvSGETH2jpFRXe3dfjmMtMCP7SLHnNfbmV8omwNkUnz+XvbcGZz6/BKsPFakeSzmDfHCWvMyPTtHf4IJBmQBcpbW+uGUEBmQlir0cSuvJOOnTwTWL/fJhWV5/A9HN8LlO4U/5vTmxV/sWe221rA3AlfH1q0qmiVK7OCOykj3Biy9vG9ns/U2k3rh6iGxZOunkv7eOxPrHJuHNq4Zgaj/vkqGdJNmwe/MrsCbX9flRXus/OErUFOEzykhEbUKFNOPE4ZRdgAMQm4IJhAvycJsNJMxS4YxNIiKi8FbjHoyNaYYBNoNOi4uHdERmkv8SMYH0ONlyrMznawRCLxlY+W1b/YMzFDpmb/Uu0Sb1891n4p1rh3n1EWxJ0glQajX4lXwFToT1VwzP9trW75/z4IiwbG+r3YGftxzHLZ9tQF6JK4NDWqpLaBj9x8587DpZ3qznIpS3Egx6agHKa6z479qj6D9rPla7ey2U1dTh4OkqAMA1H65TPZbyHnBo52TZsnLGv1r/BKGsUX0BM6GfyjUjO+GuCd1k26INDJyQN+nv3+3jcvCfywe12Gv/+9IBquuLq+tkQVMAmD1zjPhYCCBqtRq8ftVgaDSuoGFCC1ftGNY5GdtnTcHVI7Lx7R2jMLBjIqYP7IC7J3TD2B7tkJZgglarwZtXD8WtY3Pw3nWe3i0XDc4UH1eYbeLnGwDsc5drJAo2Bk6IKKQoe5woKTM0hGbyynqfoU6YpaKcfUVEREThxRM4ab1rEU+PE9/XFcVV3s2WgcDLM+lCtDQJ+bc1rwyP/7xTtk6YnS8Y0kk+KN0aGho4sVjVB8PT3BkWagFBh9M1uBhJPl99BA98t03sdQDIm8N3T4sTHwcyGx0AXpq/Fzd/uh755eYGnctRRZaIzeHEyoNFeOKXnTBbHbjnmy1wOJxYvr9Qtp9Z5d+yyP15lZUcjQm92uPc/hmy7dIMOK0GGKjSuF1o4K3skSmoNFthdzjFfirt4oxeJRebIyBO4U/a4+SakZ1V+zI1F5NBh3smdvdav+ZQsdff0iBJ7xLpZ+KwzilY9OBZ+PLWEc12nv4kmAx47tKBGNU1FVqtBm9fMxQPn9tbtk+UXot/nN8X5/b3lO1KjTNiXI92AIDftp706u1C1BzCa6SRiCJehaLHiZIy46RKzDgJr4taYUYfS3URERGFN6FsaGteiwTS46TER7maQGu161uwlEeocjqdeO6Pvdh0tBTvXz9MNts1VDidTmw+VobCSgvW5hbjs9VHZNvvO7s7HpzSK+SyhmKi9LjpzC5wOJ0BNeFWy8J65YpB9WbNFFSYxfJV4eyjP3Nx8HQVVh70LnUlDZwM6OgJKHRKjfHaV83bS109Pz5bfQT/d17vevb2OFpc7bXukR+3i49Lquvw3B978OGfh2X7zPxqM+xOJz66Ybj47yeU3vnH+X0xtZ88aALIP496pscjLd67540QjFPePwJAfrkZo55bLFuXHBslBsIF0r4qRAJpoFea4dVSpAFRweI9BaoB4xcvG4jZW0/g5jFdZOu7tfc+RjgQvnd/2iLPpLz7q83Y9dTUZuk3R20bf6OIKKRIm8PXqsw+Ul74bjxSCsDT+DBcCDOgCistOHi6Et3T4lv5jIiIiKgxQinjxF+PE1/Noa22wCZxaDUMnPy+Ix8frMgFAPxr7h68euXg1j0hFT9sOo6H/7ddddtzlw7A1SM6tfAZBW7Whf0C3ndyn3Q8Pq0PzFY7Fu4pwIWDMnHxYPXa/1InymrRv6N3dkI4cTqdeHbuHgCeMn1SJsmgrk6rwTl907FwdwE0qP9vWJrxf6rcd/N2tXM6WuzdR6VK0ucEgFfQBAAWu7Nlth0vw7DOKSiqsoilBX2VEZK+b19l26J0rgCSWsbJ1+uOKvbVIjZKhziT/HN8ch/vxtVE0r+k1ijnFm/yvt6oMNtUJ3BcMTxbtXRhuPI37vPJysO4d1KPFjwbagtYqouIQkZtnR17TlWIy9KyXZmJrllEygvfPHct3SGdk5r/BINImA1SZ3dg8isrVGdoERERUWiz2h1imZfk2JatEy4VSI8T6eQUqfoaJwsCbSIfyeZs92RpqM30D5Y6mwPb8srg9BMI8+Xb9cd8bpMOMI/okgIAYtmTcKPVanD7+K64d1IP/HrPWNw2rmtADY7X5Za0wNk1r7Ia/6WNTYqBXGHCls1PKT+BtNTP7K0nvZq0+zsn4TPmkXMDz1KRKqm2ospiw/BnF4nrEqLVA9LSwInaIDIAGPTunpKKiXflNVa8seSgbF2XdjHQaDSIkwTArxvVCWkJ3pksRNLvWuXfW0uIlwQUc9q5sqKqLTZZ6arnfPRCCXdltb6vWVYdKsJ/1x6VjSkRNVWTrn6ff/55aDQa3H///eI6s9mMmTNnIjU1FXFxcZgxYwYKCgpkzzt27BimT5+OmJgYpKWl4aGHHoLNJr+QX7ZsGYYOHQqj0Yju3bvjs88+a8qpElEYkN6MAp6yXVE6LWLcKZfKjBNhuX0IlkrwR1nuYtvx5m3WSERERMHldDpxvLQWdocT0QYd0lVKxbQUod662iCqoLpOfr913ShX5sEFgzqo7e5F6565DgC90ttmpqx0MKZnevOUOTFb7ej5xB+46O1VyHn09wb3w4tTzNDvKClpJQ2cvH3tUDw2rTdev2pI0044DIzokoIXZrgGEQ9GQB38U/X0HlEO5AqfD/5K+QmUpapmbz3hY0+5I+5JYBkJJtw1oRv2P3teQM+T2nGiHDtPyO+J1EpwAfLAia9el1GSiWpSl7+/2mtfoRxYQrQeQzsloVNKDO48q5vXfkSAPOPEGGCfsGCSBguHuPuYrDvsCQrPuqBvSGcXNkW84u/9iel9xMdrc0vwxC87cd7rf7b0aVEEa/Rf+IYNG/D+++9j4MCBsvUPPPAAfvvtN/zwww9Yvnw5Tp48iUsvvVTcbrfbMX36dNTV1WH16tX4/PPP8dlnn+HJJ58U9zl8+DCmT5+OiRMnYuvWrbj//vtx2223Yf78+Y09XSIKA8oSEBXu2rYxRp0sQ0NKCJwE2tg0VCjrjyYH0ASTiIiIQsPvO05h6DML8f3GPABAx+TogGa7N5dAepx8v+G4bPmZi/pj25NTMKxzSsCvc8kQVykkX6VxIpnZascRSSkif0Gqpnh/ea5sOa808HJJAFAuySCKM+rxj/M9g0qdUjw9LtrHG3HH+G5IiQ2vcrcNMbWfK9B3x/iu6JTimpV9LAKyvPMr/P9OKMt36bWBZ5zsy6+ULafEeian5ZXUYPbWE6qZULmFrp+r0EclSq9Fgo9MEF/eWHwA/5y9C4Crb8SnN5/hsx+NLHDi43XUepwMf3YR9hd4B88m9GoPANBoNPjp7jFY8fBEZCUH1hOG2h5pxoemFcpYSgMn3VWC+P6yT8Pd3RO7y5YvHJyJ/9052mu/TUdLsfFI+GcYUutrVCHeqqoqXHvttfjwww/x7LPPiuvLy8vx8ccf4+uvv8bZZ58NAPj000/Rp08frF27FqNGjcKCBQuwe/duLFq0COnp6Rg8eDCeeeYZPPLII5g1axaioqLw3nvvIScnBy+//DIAoE+fPli5ciVeffVVTJ06NQhvm4hCUYWkNJd0OTZKL174HiioxFk924v7CIGUcCsfoQyc+Lq4sTucyC2sQve0uFa5KCMiIiJvd3+1GQDw7jJXE+V2ca07+CwMjPoazN98rFQ2+eShqb2g0WiQ2MCJG7oGDMBGGmFAV7A2twQ3frIeH9wwDEZ94KVazFY7nE4g2l2L3u5w4r9rj8LucOLjlYdxokw+KH6itFYsxVKfKotNzGL++e4z0S8zEU44MaRTEnLaxSI7pW0NBL99zVCcLDOjU2oMDhS4AgJC0/FwVl/GiZLeXarLWk/GyccrD+OZObtl66zuz41qiw3jXlzqOp5Wi+kD5ZlqS/a5+pQM6ZQkrquQlAeMjdKhWpLNMrlPGv42pZfXzPB97n+nG0Z3wcRevvuLSAMnvppBC/eHVslnX1GVRbbP+J7t4XA4MTg72edrESn5Kg/XUtITTOieFodYox5jurUDsE+2/YozIqeniVK6onxeaqwRafEmPHxuL7w4z/NzmPGuK7Ns2d8noEuA36FEaho10jhz5kxMnz4dkydPlq3ftGkTrFarbH3v3r3RqVMnrFmzBgCwZs0aDBgwAOnp6eI+U6dORUVFBXbt2iXuozz21KlTxWMQUWRS3shU1LoutmONOkS5L/ifnbtHVmtXuBAOt4wT4QZGoCxBJnjqt10459UV+Gqd73rVRERE1LpSW7lkqDCIaPfRE0Na/ubR83pjpmLGZqDqC9BEqto6O75zZxcNcpdFAYDl+wux+mBxwMex2h2Y9saf6PPkPBRUuAa/v1l/DP/8dReenrNbFjQRBuYOnq5UPZZSea0Vs371BHe6totDlF4Lo16Hn+8eg1euGBzweUYKvU4rZkAIwS1f19zhpKDBgZP6S/kB8AqaAK4gTWl1Hd5YckBct/6w9++8cE6Ds5JUj33r2Bxs+cc52P30VBz69zR8dOMZ6NMhAd/cPkp1ELq+coA6yYQyn83h3feHFh//5n85qyu+uGUE/nvbSK8sHSJ/JvVxBfXSfGRENTeDTouFD4zHj3eORpJiAsSk3mlIMLWdrFDhb/fuCerXNbtOst8JNU2Dw6TffvstNm/ejA0bNnhty8/PR1RUFJKSkmTr09PTkZ+fL+4jDZoI24Vt/vapqKhAbW0toqOjoWSxWGCxeGYPVFTwj4Mo3EgbHQLA4SJXGnWMJOMEcM2aFGbMWSKkVJevC/ov1hwF4LqRuXhIR581fImIiKh5VJit9Q5CZLRyA2F9Pc3hpYPFvprEByKQJvSR5khRNS55Z5W4/OT5fcWZrAAaVKJtw+ESsaTRyH8vRnKMAaU16hkQk3qn4ZetJ7HhaCluGpPj97jvLz+E5/7YK1vX0GyiSFffIHo4Kanx3RxZjfj54KdfjsVmV13/3vJD+G7DMVlpImnmSEl1HYY+s1BcTpaUfvvs5jNw06eucaOJvdNk2wSju6Vi+z+n4LGfd+Cb9Xni+gsGZfp/T5JJaL4+nw2KjBOH4nPrZFnDAlBEgs6psfjz4YleQYuWpNFooNdpkK0oKWeKavlm9S3tz4cn4r3lh3DrWP/fjYB3VZNQUmm2orbOjoveXoUhnZLwzrXDWvuUSEWDRhrz8vLw17/+FV999RVMpta9OVB67rnnkJiYKP6XnR25qWlEkUqZcbLmkGs2kyvjxPNxJTQ4BCQ9TsKuVJf8Jvs9d6kPXyw2B/r/cz5+3nLc735EREQUPIt2F2DgrAX4cIWn74Q081UQyM17cxIG7+0+BkbNVs9A53hJydOGCqQJfaT5bPURWXBjcHYSzuyWKi7X1qkPOKtZtr9QtuwraAIAU9zNquduPyUrNaTkdDq9giaPntc74HNqK4TAic3h9BpADzel1b5/b25RCbIJf7dWhxN7TlXgUKF3jw9/v8elNVYck3zuHS7y9In52/dbZfsmx3iCI6O6pqJjUjQGdEzEIB+ZKIBrAPi5SwfirWuGoGNSNL66bWS9k+KkvTET6sk4qa2zY9avu/DVuqOy7eO6t/P7GkT+ZKfEyAKKrUWr1WDOvWPF5WhD5AdOslNi8K9LBqBre3l/l2/vGIXB2UmYPsBTSnDlgSLxscPhbNB3dnN6d9khDJi1ACP+vRinys34fUc+5u/Kb+3TIhUNGmnctGkTTp8+jaFDh0Kv10Ov12P58uV44403oNfrkZ6ejrq6OpSVlcmeV1BQgIwM14VfRkYGCgoKvLYL2/ztk5CQoJptAgCPPvooysvLxf/y8vJU9yOi0FXmnj3V1V2DUqiLGxMlz7KQzjCKlObwu09VeNW0VvPAd9ua65SIiIjavC3HSjHhpaV4ecE+XPPhWtz2xUYAwL9+3yPuU6iokQ8AmUnq9ygtRZhRPuu33Zi7/RS+XHNENoPcbHVdLw3KTsKInMCbwSu1xYyTzcdKxcfXjuwEnVaDT28+Ax0SXRMJpUEpf44WV+ODFbn17+g2rodnUPfWzzf63O/gae9B8OtHdw74ddoK6b1CnZ9AVDgoVck4mT1zDB6b1huPT+/jtU2YsLX3VAXOe/1PTHp5uVeDd2kWyZndUvHA5J4+X/9osStw8r9Nx7F0nzwYmJ7gKV1kMuiw/KEJ+PGuMwPKzDp/YCZW/d/ZGBNAQEM6kc5XE/pUd4bLtuPl+Gz1EfxD0qfo3WuH4tKhHet9HaJw0D5e+ncXXuMiwTSqayp+mTkGL18xCJ3cFUrm7jglfk/f9NkGjHtxCWZvPYEv1hzx+hxsKcdLa/DCvL1e66XXGxQ6GvQXNWnSJOzYsQNbt24V/xs+fDiuvfZa8bHBYMDixYvF5+zbtw/Hjh3D6NGjAQCjR4/Gjh07cPr0aXGfhQsXIiEhAX379hX3kR5D2Ec4hhqj0YiEhATZf0QUXoSMk3aKWqGxUTrZDbo0W6MuXHucqNw8XC4p+0BEREQt76oP1uJIcQ3eXHIQqw+p967YHYL1sqX1+Wd+vRn/mL0Lby05KK4TBg1GdW180ATwTF6J9IwT6WDK8VLXxJbf7xuHZy/uD8DVL6NfZiIAoDaAwEml2YqzXlomLitLu90wujMOPzdNNlgtncm8QpGpIqUcaIkz6r0mHZE8Oz2cy3U9/vMOr8+mf5zfF4Oyk3DH+G6qvTqEddIghxBMFdTWuSasJUYb8PXto3DNyE4+z6Gkug4Oh9NrdvRHNwxHUoy8HJdep22W+zRJ3MRnxsmQTsleWf6C8wZ0EHu/EIW7aEl5Lmk2VltlMujw8Lm9xOW8kho4nU6s2F+Ioqo6/PXbrXhy9i6skGSjtKRjKpnLAFBS1bAyjNQyGvRNER8fj/79+8v+i42NRWpqKvr374/ExETceuutePDBB7F06VJs2rQJN998M0aPHo1Ro0YBAKZMmYK+ffvi+uuvx7Zt2zB//nw88cQTmDlzJoxG12DpnXfeidzcXDz88MPYu3cv3nnnHXz//fd44IEHgv8TIKKQUeYOnKQrbiZjjHrY7J4bWOnEACHjxBhmgRONygXNyQAbPfqqQUxERERN429AVQg+PPHLTtn6ppS+ChadynXFwt2eDH5hcN+kb1oJD2EA9nBRtd/yUaFi9aEiTHhpKd5cfCDgYM/HKw9j4FMLsHTfaRwrrkFJtWsgo2NytOz6TRioqgmg7MfOE/Jg26wL+2H9Y5Pwze2j8MbVQ/DYtD7QaDT4y1ldccuYHPx895muc7lxuPicv/+wDTV13v1pCipcGVADsxIxtFMSPr35jIDeZ1tjUMlYDzdOpxNfrTvmtb6+UoFqAQLl75Lwexzj/r1uH2/Ea1cORr9Mz4TUWPc2h9M14U2ZbTW5r7xPbXOSZ5yoB050Wg0So737qhBFmhhJea5WSqIIOdP6e8p15ZXWoMri/f154yfrsS+/Muiv/daSA3h2zm6fGS13/Xez6vofNh0P2++nSBb0kcZXX30V559/PmbMmIHx48cjIyMDP/30k7hdp9Nhzpw50Ol0GD16NK677jrccMMNePrpp8V9cnJyMHfuXCxcuBCDBg3Cyy+/jI8++ghTp04N9ukSUQgpd9d5TlPNOPF8gUhv1D09TiK/lqdgy7Gy1j4FIiKiNqew0rtE1xe3jMCbVw9phbOR06vMqpaW8xFml0c3sWmsNGP25y0nmnSslvD56iM4UlyDlxfuxzNzdovrzVa7zwGNZ+bsRqXZhps/3YDxLy0V1ycqZrULA1WL93gCVDa7A4cKq1CpaEa7NleeITC0cxLSEkwY3S0VFw7KhMl9LJNBhycv6IshnZIBAGd285Qs+t+m4/joz8Ne51vkLh03vkd7/HT3GJzRpWlZRZFKo9GIE63CdRKSWom8mAD+pnefLPdaJw34vbJgH15fdMDreBcP6Yi5943DfZN6ID3BiHn3j0e8uyxWcXUdqt0DkeN7tsfXt41s2JtpImmsOCHad4aV9B5S8Pg073JmROFMGhwNJAuyLdBqNZjQyzWxZV1uCQbMWqC63xXvrwnq6+4vqMR/FuzHRysPiz17lZS9faXeWnIAxSolYan1NDmHd9myZbJlk8mEt99+G2+//bbP53Tu3Bm///673+NOmDABW7ZsaerpEVGYcDqdYsZJe2XgxKiXRd7rJNkn4VqqqykOFVZhVNfU+nckIiKigNXXMPp0pdnrGiUUsk0AqJbnETIRAMBsEzJOmna9JH2dCj83/qEizugJdvyy9QRmXdgPryzYhzeWHMQFgzK9gl6NGVBfd7hEfPyXLzdh8V5XSep1j01CeoIJ5TVWsaTRfZN64MozspEWb1I9lpIy0PXdhjzcM7E7tFoNDp6uxORXVojbUuM4s74+QkbZutwSZA2LaeWzaThlltd/Lh+EMd3rvyc4pZLVfvB0FbKSo1FcXYc3JGX91Mq8PXhOTzx4jquMXGpsFCrNNpTW1KHa4vp7uWNcV5zZwo3WpdkuvjJOAKCsxvtzyqoSTCGKFGqZiW2VMOHhfUV/sQEdE7HjhCugXF5rRXmNFYkxvj9HArXhSAkuf88TiLnmo3W4YngW7A7gP5cP9Ko6MjInBf+9bST2nqrEBW+tBAC8seQg3l+Riw1PTPb72UYtp+2MNBJRSKuus4slFLwzTvSolKRWWm3eGSfhVqqrKaRly4jCSbXFhsd+3oFNR0vq35mIqIXVN0uzoMKCPEld6i9uGdHcpxQwadkaKSGrosZ9HdXU3hfSwEk49NGQNgEvq7Hiud/3iIPEv207KSvfZbHZMfLfi72OAQB/O8e7Ufat41zlkewOJ/LLzXA6nWLQBABmbz2Bkuo6DHp6Afa6S4FcPiwLHZOiG/Qe3rl2KP52Tk/EGfU4UVaL/206jsveXY1Hftwh269zavgFAlrL337Y5rWups6G2VtPiBk8ochq8/y+JscYMGNoR3RIrP/3yWTwzkq5+bMNGPnvxVh1UF7jX5lZpZTibrheXFUnlr6JNbZ85r9BMsO+ofeB5w/IDPbpELW6Fy8biOyUaNw3qUdrn0rI8BV4+O3esbhNUuJwTa56ZkhDzd1+ymvd9xuP48fNx7HpqKsfmdPpFEtHvnjZQBh0WnRMln+OW2wObM/zzhSk1tF2RhqJKKQJaYxROq13KQSjDpVmSeBErVRXhARO3lx8QEzd9FVCIhxqihOp+ejPw/h63THMeDe4KdFERMFQXc8szYIKs9jQs2+HhJDJNgF8N4P96M/D+GLNERS7+3QIg56NZZE0lA6kRFBrq1HUNFfOOj1Z5mr8Pnf7KfR6Yp44Oz09wTOJZ/3jk3CvykBUz/R48fGo5xbj7z9sl20/dLoaLy/YJ1uXndLw4Ma0AR1w76Qe6JXher2Hf9yOjUdLxUEYwFW2aGBWUoOP3ZYp+3N8tvoI/vrtVtls4VAjzZT44c7Rqj0T1cy6oJ/q+tOVFvz1262ydcoJbErCZ8jR4moUuoNMccaWD6L2zojHXRO64dmL+/v9OUjP7bJhWTj83DR0YpCRItAVw7Px58Nno3dGQv07txFqgeCJ7vJdMyd2F9fd+d9NTX6t5fsL8dnqIz63z9uZj7//sA39/jkfVrswYdiVfZocY8D0gR1k+wsZMdT6ImOkkYjC3oHTrpl4RoMWRkXj0jijHlGSWUVC4MDpdEZcqa6XF+7H83/sBaBexxiQz54kCifF1Z5ZnL9tO9mKZ0JE5K3GUn/GiRA46dSIAfDmpNbjBAD+9fsePDl7l3je7eoZFK2PdPKGWnmw1uB0OvHbtpPILaxCbZ0dW46VimXXhD4OwkCJUlGVBdUWGz78Ux5QWfnI2Tjy/HQcfm6a37Ja0objP24+Ltu28WiJrJH3vy7p37A3ppCdrJ5ZMKprCr6+bRTaxTXt37YtkAY7jxbXyLYJk7gOF1X7nLzU2oS/P71Wg+5p8fXs7TEgKzHgfZXlCJWEwMlzf+xFnc0Bo17bqIBgU2k0Gjxybm9cN6qz3/0m9UkTH+u1moCDTUQU/pIU5bfO65+BV64YDABIjo3C7eM8WSfCRIrGMFvtuPGT9X73+WjlYfxv03HxuiTaoBPLcWo0Grx9zVC8ftVgcf8Fu/MbfT4UXJEx0khEYU9oLjhjaJZXECQt3oQ3r/HUoBZ6nEgDCJESOAGALcdcMwilfV0AVy1OQJ6mTxROpLM7V/tolkdE1Frqyzh5b/khrDzgKmsTamWR6gtiCJkUqU3MOBmcnSQ+Vmu63BBOpxNfrzuGPacqmnScBbsLcO83WzD5leWY9PIyXPLOany/MQ+Ap9b7BYMy0SHROwBy1QdrcebzS7BL0TxbKANU3yDrnHvHea1r5+41cqiwWly38IHxuHak/wHe+vganL7qjE4Y3Y297wJxxfAs8bGyJJd0kpa/xr2tSSjXKy1TFWxCZpMvKbHywErfzATVUmCh4qkLPdk2oRLsJaKW0T0tTrb8wDk9kSy5Dvr71F6exyolHAP15wF5ycNPbzoDQzol+X2OWgbwRYM7YtnfJwAAthwrw/cb85oU0KHgiJyRRiIKW3U2B95eegiAO7tEEQTpkGjC0E7JuGyY62ZHmG0lDSxENeMNREtLcKeUWhSBE2EGWFMHKkjdzhPlWLynIKjHrLbY8M6ygzhSVI3iKgtenLcXh4uq639ihCqs9AxSsOQcEYUaX4OlCSZPqRehh4W0TFMo0Ac4INjURqN6nVbM3rA2sefasv2FeOznHTjv9T+9yiY1hNCjweEETrqbYH+59igAVw89AMhIMGHVI2dj/eOT8N51Q8UAkMXmQHmtVfZezumbHvBr98qIx0OSgRcAmNArTVbqa1yPdugRhN+X7GTvwEm8UY9RXRk0CdS0/p5SKMdL5RknwixgANh5omnBvOYiTBrzlWHWVLeOzcEFg/z3/0iJlX+GjOiS0iznEixJMZ7BSQZOiNqWbu09gRO9VuM1gcKo1+HakZ0AAJuPlcr6njWEcvJF7w7xXlmNSqlx6hNZOqfGQJiz8fD/tuPurzY36pwoeCJnpJGIwlbPJ/4QH8ca9V43/8KXihBQEW6uIzZw4h7UUGacCDV6Waor+MprrTj/zZW49fONOFocvMDGv37fgxfn7cNl763GP2bvxDvLDuGGT9YF7fjhpqTGMyhp4+8xEYWYY+6b3MHZSbhljKd8Q6ZKM+9xPdq12HkFwlePEyVTVNOvl4TZ7o0NgFearXjkf9tx55eemuInmjCjUhqUF8Qa9fhuwzEcPF0FAEiMMUCr1SAt3oRz+3fw2cz657vPxJtXD1Hd5svMid2xY9YUTO6TBqNei5vO7ALpjyZYvWBG5MgHqNc8ejYW/e0sZKhk0pA6rVaDuyZ0AwA88uMObDhSIm6TZqBc93FoXqsJGSeNue85y12m7KLBmaqZ+md0ScY/zu9bbzaLMuPknrO7+9gz9DBwQtS2SEtYDsxKRLzK5JGnL+oPjQYwWx34bdvJBl+POJ1OvLbogLg8Y2gWMhJMeP7SAX6f1y9TvYSiRqNBTrtYcXlrXlmDzoeCL3JGGokoLFUrmnbGGXVes6ii3enfMe7/v7boAP636Tgq3A3jDToNtBF0IRyld70XZeBEaG62+2RozoILVw6HE69LLnb2F1QF7dh/7DgFACiqqsOi3a5ZynklbTPdtrbOjr2ScizWRs7oISJqDnU2B/7vpx0AgNKaOtx/jqcZuLKcQmyUrt4+AC0tkIwTrSY4E03EwImtcYGTRXsK8N3GPFlm7aYjpX6e4Z9aplC8UY9HftwhLifHyP8N1ZJ3Y6N0GJyd1KiyQ/EmAz68YTh2PTUV/TsmYsbQjuK2R87t3eDjqekiGUiJ0mnRITEa6QkMmjRUD0nplsvfW4Ptx8tw/cfrcOC0/PqvvCb0ynUJwcrGlOp64+ohePnyQXj24v7iDGupugAzyKTZVABUByJDVaCZeUQUGaIlExek2SdSOq0G8e4Jqvd/txUPfLdV3OYI4H5187Ey8fGj5/XGy1cMgkajkfXUUuOr9xoA/HzXGCRL+rOUVNfVex7UfBg4IaJWtfGo/EZZmXGi02qgd98cSL/4/v7DNkz8zzIA4Z9tMmNolmz59x35KKupw+lKs7jupcsGwgnXF/efB4pCtmllOHpn2UF8suqwuKws3dBYTqcTpZKb7raeKXTvN5tlg2TMOCGiUCKtIV1Ra4VB67m2UAZOMpOiQ67BsC7A0j3BOG+hIbqtkQHw0mrvAemHf9zeqGOdKKsVe2Y9ep4nQJGs+DdTBk4em9bH61hDOyc36eej0XiuWe+f3BP/uqQ/ts+agq4+Bmsa4+YxXQAA71w7NGjHbGuUzYKv/mCtWJ9empFQVht6A1XWJpTqSow2YMawLMSbDLh/Uk+8euUgbHtyiri9MsC+LkM7JYuPhd/HcDGsc2iXFSOi4BO+1qcP7OBzn0TJ98L6w65MxE1HSzHwqQX4cs0Rv8e/7L3V4mPpZZF0EsZXt40UH+e0i8XFgzMxsXea3/PZ8uQUdHRnPG87Xub3HKh56evfhYio+WxSCZzoJIMVJkkqebSPUgfh2hh+3v3jsOpgMWYM7YgfNx+Xbft01RG8vtiTBXH58GwskvTfqK6zi6W7qGleXrhfthysGR25fnqZXPrOKnx7x+iw/d1tqH35lVi057Rsna2JtfGJiILlhXl78e6yQ+Ly61cNkQ2gKgMnykH4UBDITOpgJfoJs903HS2FxXYQfxnfVQwY+FJeY8W1H69FVlIMeqT7DiSU1dQhJsq7350ap9OJWz7dIC4P75KCh6b2wkvz9+F/m+TXVcpryAFZibh7Qje8I/l3/+ukHgiW6Chdk5vBq3n0vD64bVxXcTCFGi4xWv73Wy3pbZIcY0CUTouT5WaU1VjROcTax1ibUKpLKjHGgEuGZNW/o4pYox5z7xuL4qq6kCtZ6MuiB8/CrpPlmNov8P5FRBQZ5v11PA4VVmFCL9+BCmVFCIfDifu+2YIqiw3/mL0L14/uovq88lorpPNZlSVM37tuGI6X1mBM93b46IbhKK+1YsawwD97B2Yl4kRZLeZuP4WJkvNfc6gYj/+yA89fOtCrjCcFX9sYsSGikKVsBhqnyDgxSiL1MT5KJySF4ABGIHpnJODWsTmqJSHUGpNJv5RLma4ZNMrknYoAZ9zV501J4Etp87EysV6p0+mExeb6OzhcVI23lhzw2aA4HG05Voqpr63wWs9SXUQUCoqrLLKgSXqCEeN7tpddi6QpynI1V2PmppD2OBnZzDfRwvv/Y2c+Xpq/D5+vOVrvc37YlIedJyowb1c+3lxy0Gv7oOwkfLLyMAY/vRDXfLg2oPNYk1uMfQWV4nJ2SjT6ZiZ47feuj+yMh8/tjeUPTYDJoMWlQzpieIg3uQZck4UYNGkaZcaJVFFVnXhfUVoTetfatmZoDi9kkJ3RgN//fpmJGN+zfchl3vnSPS0OFw3uGDbnS0TB0ysjHtMG+M42AYBRXeWffxVmK/IrzD729lD2RlWWUTy3fwZuG9cVADC5b3qDgiYAcP7ATADA/zYdx1tLDsDhcMLpdOLqD9cit7Aad3+1qZ4jUDBwujIRtSpl4MSVceK5qJVmnMREqX9kqdXpDSdqs0TVmheaJWWOymqsyA79+/uwFKygxcqDxX637zhRjiGdktDj8T8AAMM6J4sZWAnRBtzgY2ZLuDlSrJ5509ja+EREwXRQ0ddAuNaQ9k6LNxnw/V9G44r31wDwlH0IJdJrifsn98TVAQYfGuPXrSdly5uOluDWsTl+n1NfBkmNxYYPVuQC8C7j6sv+fE/Q5KGpvZAWb0K7HvIgV9d2sTjPz4BJ59RYbH1yCoxtJAOU5M2C1QiBlVCcxGJpQo8TX367dyx+3nwCd08InybvRETB9MKMgXh98QH8tPkEAFe1hOQYA4qqXAH046U1yEqO8XrekWJPiW+DToNrRwV3XEo6GeQ/C/bD6QTiTJ4xMeH8qHkxcEJErco740Qnu/kPpEFnnw7eswvDiVqQxKHSw8QsKSVQVG1p1nNqy4J1o1xTZ/O7ffvxMizc7WnqKi1bl1vou8xXuKmps6uut6l15iUiamEnyuTlGWJUyoLGGfWyUgixPiZytCadZCA1St+8kZ1qxed6pdn/910gaursqLJ4juNwOGXBK6fTCYdTfs0k9BG7ZmQnzJzoGvTVajXomBQt/rv+V1JX3JfGNIOn8JUY7TvjpE+HBDFwEorZ3TUW199eMD+Demck4NFp4X0vRUTUFJ1TY/HKFYNhtTvx27aTWH2oGPEmT+Bky7Ey1cDJQXfW62XDsvCfywcF/byyk+UZpsoS4+kJ/icCUHBwag0RtSqLYta5Ua+T3RRLZygO7pSkeoxw7/WhljYuDShlub8wz+nrqcv7wfJcr6ATBUcwBoAcDidq6/n3Ka2x+szGaMogTnGVRbXUW2upVQywXT/KVfPd2sI9ThbvKcBVH6zBSncDWCIiACiqkk9EUBuQjHVfZwgz1S9rYKmFliCddBKlk3+H9M6IB+DKvgiGt64ZIlv2FSCXkgZFAFcviSuGZ+GNq13HOlFWK9tH+h0qlKU466Wl2C8pzbU3v0I8llTnVM/gRibLWlGAZl3QFx9cP0ws1XWwsApztp8MqWuqKosrWBhvCu97HyKiUHRmN1djq9cXH8BhSb/SQ4VVqvv/vjMfgOc6K9jq6x9XbbEjt7AqJAP9kYSBEyJqVcrB/wSTAXpJc3hpDd+e6fG492zvNPK4CLx5MFs9AaUvb3XNlrxpTBd0SHRlKKzJLcbLC/a1yrlFkgOSARhBIANA9THb7F69UwDgveuG4tUrXbNRaiw25Jer105tbFBs+f5CDHt2Ed5SqR/fWqot8vdydh9XY7vmyDipszmw5lCx189vz6kK3Pr5RqzNLcF1H6/DkaLIyeghoqZRZhlKJ29M7ZeOnHaxmNCrPQDg57vPxMc3DseUfhkteo6B0EkmYRgUGSdvXj0Elw/Lwue3jAjKa43MkXfMdqp94SlUKwInDifw4mWDMMpHP5ZqSdbm8dJarM0twfHSWjzy43YArp5g83cVAACSFb3uXrxsIKb0Tcfc+8bW/2aoTVrx0ESvdTeNyUF2SgyS3Bkp/117DPd8vQVvLjmAU+W1ePC7rVi677TX844V1+CjP3PrzTQOBmFyTyTe+xARtbYx3dqprlerBlFlsYnlXi8YlNls57TlH+eI16ECIVBTZbHh7JeXY9yLS5vt9YmBEyJqZUKA4Nx+GXjvumFIjDFAJwmWRCtm3mcle88cjA/zjBM1wsBvSmwUctwzRA06La4e4amb+aO7Bic13v4C79kj9WWKBEIZLBCkJZjEGctVFhtOBSlwcvB0Ja77aB1u/GQ9AODVRfvreUbLkQ4kDO2UBIM7MLrzREXQBxlu/GQ9rv5wLT76M9drvdSiPQVBfV0iCl8VtfLPIWlQ973rhmHxg2eJWYDZKTGY1CcdoUiWrauYodgjPR4vXT4I2SneZSYaQznbXTkj/0RZLSrM8oBUlSKbUwhYtY9XLzNRI/kevdLdWwYAtuWVwel0YvZWzzXQhF5psudmJcfggxuGo19mYn1vhdqoTqkxuHiwZ6Drs5vPEB8rA3FvLjmI2VtP4qctJ3DzpxtQJ8mWt9odGP/SUjw7dw/eWXqoWc/Z4XDi2bl7AAAmPcvLEREFW6dU9euk3CLvMQMhAzYt3oj0BJPX9mBJjo3CZzePwKTenmudasU9dJXFFpJ9uSIFAydE1KosNteN8fSBHXBuf9cMTmm5iZRY+c2LWjPE2AgMnAglzJT9T6S110uYktlkxSq9YoIxmC+Up4qJ0uHSoR3F9SkxUWLj4eo6m2rGC9Dw4M07Sw9h5UF5CapQKOXmcDjxvrvZ721jc/DtHaNlWWQr9gevbFZ+uRlrcosBALtOusq3bDxSgsV7CnC6Uv7v/OzcPSioUA9aEVHbseloKXafqpCtk5YR1Gg0sj4boUz62RrMxtFqlI3Utx0vx/L9hQCA0xVmjHl+CQbOWoA9kp+trxt6jUYjGwwQSAcFKiRBF4cTeH9FLl5bdAAA8MxF/dA9La7xb4barCRJgGRo52TxcaKi9Jvd4URpjeeae+fJcvFxj8f/EB9vzStrhrP0mL3NEywsq+U9ABFRc5D2wTIZXNc7pys895KL9xRg09FS7Mt33cf3aqYyXUoju3oydN+8eigMOvn1aa6PcmLUdAycEFGrEjJOpD0ddH4CJ8o6j13bxao2cg13wqC3XjFgE614r2vdA8XUcGarHU/O3uW1PhiluoQb2lijXiyvBrj+/YSePAUVFhwprlF9/uytJxv0esqBPwDIK1E/dktacaBQfNwpNQZReq0sKKTsT7Q3vwKvLzogBlQb4nSlJxBSabbB4XDi5s824NbPN6ruv+YQ/3aI2rJ9+ZWY8e5qbDpaKlvfHGUEW4J0EFgZ2Ag2td5sz/3umgm/RTJ4LJTVAoAyPzMhP7hhOPY8fS52PTVVzECRfhdHKd7P83/sFR/3ymBTa2ocaVZUnKS3kTLjBJAPml36zmrVyRfKe5ZgOyq5ZrxjfLdmfS0iorbq1SsHIUqnxU1ndsFv97hKfp6utKDL/83Fm4sP4NbPN2LGu6vF0s+dgpTNW594kyegMzg7CR0VPdw4KbD5MHBCRK1KmN0vDX5I63QnmOSzvqIkkfU5947FggfGq97AhztfGSfK0mXPzNndYucUaVYfUs92qDT7zgQJhNPpxMP/cw0WdWsfK+vZY9LrxN91odRDbJQOT13Yz+s4gabbmq127M33Pt/CKu9smpa284RnVuYFA10lMSySwIlyIvdFb63Cq4v24/qP1vvs/+JLsSQDa+XBImw7XibWAgdcpWWuOiNbXObFJVHbtjWvVHW9zR46jaAbQjpDUhloaA6XDOkoW05zl6mQzoCslQQ/ympc32k3ju6MzEQTPr3JUxpJp9UgOkqHWKMeae7AibQnSq2fCQ2+Sn0R1UeoST8oO0mWWZakyDgBgFPltbLlf7sDhVJdfJR4CRZh4sltY3MwTJIhQ0REwXN273TsfGoqZl3Yz6t018sLPeWwVxxwjSUkRHt/ZzSHCwZlontaHK4f1RmAKwNXqqH3zhQ4Bk6IqFUJA5vSetnSmxejIlAgLT8Ra9R7ZaBEiuOlrlllyowTZXZNc89ui2T+JhXf9+3WRh938Z7TYiBjdNd20Gqkv89aryyLxGgDbjyzC77/y2icK2k4XFjpffFjttq9AirSmbdS1hAY/Ct1D5T95ayuSHb/rk6UlGTJrzDj89VHUFZTB7vDKQYM1x8pwbgXlwT8Ok6nE1+vOyZbd8k7q2XLg7OTMHNid3G5pIZlLojaMruP7wCrrw0hTnodpXfPlASAy4dlNcvrCccXdHAHTqQBa+nnfYX7u2v6wEysfnSSbJtUrHvmv5Bx4nQ6/Zav5HUQNdaEnu3x412j8cUtI2Trk1QGwdbmlsiWT5bVwumUX2dZbM372fH56iMAvO8FiIgouIQJKEY//aT25bsqPij7vjWXOKMeix48C89c3B8AcN2oTrLtBZWtP2kyUkXmiCMRhQ1h1ne8ST1Sryw3IQ2cKOs6RpJDha7UT2Vt9ego+RezdEYmNUydn8ExIXDVGAt25wNwZVPcOaErpAlRRr3WqyfPSffskBE5KXjv+mHixZeyL4fT6cS4F5fizOcWy2bfSsu1HfzXeRiUnQQAsDbzDXwghIEyaeaYUa/DGV1cMyX/9sM2/PPXXbj/u61evWWsdqfXoISaj1cexk2fbsDC3f4bvndtF4vslBg8NLUXAKCUPYKI2jS74vMl1j0YOSIntTVOp8k6p8SgY1I0eqbHIcagw+PT++DbO0bh2Uv6N8vrDcpOwnOXDhCXY416OBxO/FUy8aDO5sBfvnSVtBCyINVm80vFGF3/Dvd8vRmP/rQDv+/I97t/QgsNWFDk0Wg0GNY5RZatBcjL3vliMujEcsOC5gycbDxS4vV6RETU/ObdP041u1XI+PA1jtXcbhvbVbb87rJD+Gb9MTz+8w6vMrTUNAycEFGr2ZpXJvnCUb/xVQZOpM1PW6IURWtTZpwoB5L91Qwn/9RKYT0+rQ8A4IwuKV7bAuF0OrHqoCuQ8clNZ3jNUtFoNIjSa2VBP2V90n6ZrnrthYrAyaqDxSistKC6zo6jJdXieiGD5e9TekKv08LoDi76Cwy1BJvdgR82HQfg3ctE+LkIv87L9hWqlmIRMlZ8OVBQiWfm7BabEvsjDIwItcuLqhg4IWrLpN+nA7MSMfe+cXhoai88Nq13K55V4+l1Wix7aALm3jcOWq0GBp0Wo7qm+p0t2VTT+ncQH9scDuQpJh2sPFiE+btcTVSFTBS12fxSQsaJwwl8s/4YZn692WufeJMeqbFRGJmTEpHlWql1KQMpapJiolCkKInamP5sgTpw2tP0tzoIvfiIiCgwvTMSsPbRST63xxtbZwKHVqvBln+cg3ZxnqDOoz/twFfrjuGOL9R7fFLjRP6oIxGFrBckJYYCDZxoICl7pIv8VHWdVv7+R3VNxcRe7cXa4iWcNd9oBwo8N6HvXDsUX902UpxN0tib37ySWpwoq4VeqxGDL2pDOjGSzKG/Tekp25YW7yp3ogycPPqzp8nu56uPwGZ34Jk5u7HRPaNkaCdXFodB73rFulbOODlZ5ik1ZlaUWVFrXPzb9lNe6+rL/Dnn1RUBn4/FHUjq7K5Ve7io2t/uRBThHJLi0JcNy0KXdrGYObF7q80cDAaDTivLzG1uiTEG3D3B1aTaanfiSLH8M/ugZLBXUF8tcJOh/mu7dnFGrPq/s/H17aMacLZEgZFOzJLOX5o5sRtevGwgAGD1wSLM3npC9jxLM2aESCf71DBwQkTUopR9Z6WU1SRaUnJsFObfP07sDycorq5DUZUFC3blw65shkINxsAJEbUa6Yx4XzMileud8Hzwt8WME5NBh09vHoGnL3I1Ey+rsaK8nln55K3O5sDPW1zZEC/OGIhpAzpgTPd24oB+Y4MOa3JdTeIGZyeJF1Fqk2GlN8DKWtVC8EYZOMkr8TQm/WZ9HmZ+vRkfrzwsrhMGo6Lcg2b3f7e1VWv111g9pbeUA2FGg/ff7jNzdnutO15a67VO4Cu4NW1Ahur6bu3iAAA90lz/P1pc3ayzQ4kotNkkN5LMWmi8OPfEF5vdIZZf9SVKr603MOKr2XuCSY/h7obYN4zuDJNB53cggygYxnRvJz6eNqADOqe4Jl8UV9d5lULx14tnx/FyXP/xOuw8Ud6o8yiTXOvz156IKHSYVO5rW1JqnBHrH5+MyX3kveOGP7sId3y5Cd+sP+bjmRSoyB91JKKQVGdziDccT0zv43O/ru1jfW6L5B4nAl+DAvEmAzLcjVgPFXnP6CT/TpTVimWgLnZn7wCeYFxj61TvOeVqCj/UPbgDuMqn+KPsWyOk2xZKSkDklXhnXszfJe/pIZSWkM42XrL3dCCn3Syk2VCXD5c3Jw60dMw364/hvNf/xPrDJV7bNhz2rt06tV86XrpsEL64ZQS6tY/Fb/eMxQ93jsYDk3vi0qGuf+f28UbEm/RwOIGR/17c6pk5RNQ6np27R3zMgcjGM7gzY20Op1d2oZIjgFmPfxnfFU9f1A+90uNl628ak4NXrxyMT24ajpvH5DT+hIkC8O0do/DE9D6YPsBTji4zMRrd3ZMvAGDpPleZ0Jx2rnuVZfsKffYenPHeavx5oEi19Fwgymo811T3nN29UccgIqLG+/LWEarro1ow09efly8fjN4Z8V7r/9jpXdWBGiY0/oWJqM3Zc6pCfDxjaJbX9m/vGIXnLx2A4cpeE5J77voGpMPJBYMyAQAjc+TvV5lxItUtzXWjplYKg/wTSkD1SIuTZS4JA/qNGUy32h1isCPdHdQCgKtHdEKnlBjcNtYz0DOxV3vxcawi40SYvVtj8QxAnSjznXkhSI1z9e6QpuNK/85a2t+/3yY+jolS9jjx/7c7c6Kr9MufB4qw51QFrnh/jVd/n8V7vZvBv3fdMMQa9Rjfsz0W/20CBmQl4owuKfjr5B7i54VGoxHLdZXVWLEmt7jhb46Iwl5moudzWsuMk0YTes9Z7Y56Swh9fov6oINUcmwUbhjdBd/9ZRTun9wD3/9lNPY9ey4ePKcnslNicHbv9KCcN5E/o7qm4rZxXSGN9SXFGJAaZ0R6gjwr6qozshFv0qPWasf6I94TPQDPdeWpcv9ZWb4cc0+geXHGQHRIjK5nbyIiCrae6d5BCQAwBlBitCUkxhgw7/7x+PclA2Trtxwra50TiiCRM+pIRGGluNo1wDwwKxHJsVFe20d1TcVVIzp5rY+kYInUc5cOwGtXDsaHNw6X3ZBp/QROuqS6Aidq2QjkX5FKgAPwZJzsza+sd+as1M9bjqPXE39grrtPh7TUSGK0AcsfmoAnzu8rrpvaz1NOKloROBECKdV1nlmLygakaoTghFlSfmrnidYLnJz0MzigDKQoZSXHeK1TNoBXliHrlBITcLkdq80zEuIvOElEkUv62ctPgcYTrstsdieO1NM7Svmd609STBTun9wTI3JSmrXBPZE/0wd0QIdEE64cni1eY0yTZKEAQJd2seIsX4vk2vHtpQcx4aWlOCmZ/JKRYEJeSQ2mvf4n3l9+KODz2O/uy9dLZTYxERE1vzgfvUzqmxDY0q4ekY1xPTxlJmvq7NiaV9Z6JxQBQutfmIjaDKGBYkO/aIZ3TsbkPmm4fVxklWmIM+px8ZCOSDAZECsZVPY3qBvtnt1Q14p9LMJVldkVlIg3+c6EmKvSrNyXF/7YJ5uVmKoIBioH9KUDdvFGeaNcoedJrWTmbnFVHQJlljQn/fNAYas3hFPOzASAWKN8EOy6UfIgaYpKMFXZzL3aIg9sndtfvbeJmgqzp1b4tR+twxuLD7BXEFEbI/2slJbfoYYxuK9Tcouq8O2GPABAvI/BhcR6GsMThZrEGANWPXI2XnA3hQdck76k2sVFiWVSpaVeX5q/D0eKa3Dm80vEdVnJ0Xjujz3YfaoCz/2x1yubVo3d4RQnnHVICjz4SEREwRMTpUPfDgnomCTP+gu1wIlGo8GzF/eXrVPrJUqBC61/YSJqM4RZ8Q2dRajVavDRjWfg8el96985TMVIBpX9NT4VZnna7a07MB6OKtyBE+XMEYfkBlYfYA+d/HIz8hUNcWN9DBoJpDfWGYnym2AhG6PaHTg5XWHGP3/dBcAVYNj7zLmy/c8f2AGvXjlIXJY2nrfYHKjyUW+7OUmzdf5355le25XBnGcv9qQUJ5j0qoNrX645KmvmLryvS4d0xO3jcvDgOT0DPj/pzwgAXlm4H4OeXoDVh4oCen5hpQVfrDnidRwiCh/C59Qd47t6lwWlgAnXIsKMeMD3dyADJxSOlNnf5w/MlC2nxhrFjOWjxTX4y5cbVXuzAcDqQ8Wya4fCADKKK2qtEC5Pk6K9J5YQEVHz02g0mH3PGCx7aIK81HeIlOqS6pwai33PesYMbJxo2yQMnBBRq2hsxklbEGjGibDN1soZBeHGanfgpfn7VLdJMx302sB+N1+ct9drXUyU/wuoaMkFVpTib0B4bk2dDdvyyvDGkgPitqToKJgUF2dvXTMUlwzx9Aka36O9bHtFKwzuC2Upog06ZCV71+KulQRWXr9qMADgzauHIDU2Cu9fP1x1cC23qBpvLTkoLgsNWM/q1R6PT+/r9XPxZ1If9Rr513y4LqDnP//HXjw5exce+G5rwK9JRKFFCJxco1IWlAJnUJlkIJ1M0CMtDvdN6oFPbzrD6/uOKBwZdFq8cfUQcTlFknHyysL9mL+rAFe8v8bn81cd9PRW+2rtMewvqPT7eqXuxvDxRj3/hoiIWpFBp4VBp8UFkgB6qI5nGfU6fP+X0QCAkprAq1eQN/9TYomImokw474hg51thXSmps7P4L1ODJxwBkFDSBuk7VPcrHZ2940BXIGLQKjNFoyu5/f63P4ZuHxYFkZ3S/XaJmScHC2uwUVvr5JtC6TXyZ0TuiIl1oDXFh2AzeFEea0V2fU+K7iE5qeZSSbVviPSMmQXDe4IALhgUCbOH9gBGo1GVg9cam++599LCJzE1tMvRc0zF/XDb9tOqm6z2R0+eyltOVaKJXtP48fNxwEAS/aebvBrE1FoMPM6JCgMKp+XE3u1x9J9rr5UGg0alBFIFA4uHJSJGIMONocTCSaDakAjJkqHmjr//fJeX3wAry8+gCPPT/e5jxA4SYplxhYRUSjonOrpxxmqgRPAc555JbU4XFSNnHax9TyD1ITuvzARRTSLWKqLH0NK0myFQDJOWruHRbiZvytffDyxV5rX9vPcvTJqVZrDbz9ehnNfWyFrVB6lMmikbPiuZNBp8dLlg3Dp0CyvbWr9PQRXnCEPgahltqTFm3DP2T3QxX1hJO3n0VIq3a+ZFKP+Xi4b5nrfwzony9YLQRZf5VyE33Wn04kTZa7gTGpcw8tWJMVEYeMTk/GP871L/qn9uwPAibJaXPbeGrwpyXoBgE1HSxv8+kTUuqx2h/h5YjLwOqQplD+/ib3ao39HTw8IK8uJUoSa3Ddd7K+mdi2ovD6/6ozGTWMprXZdUyX7uKYiIqKWJe3h2dDS8y0pLd4o9p17e+nBevYmX3inQEStQqiFbeSAhRdp3w1/Azo6d3kMGwclAlZcZcHHKw+Ly3ee1c1rHyHjQ22W4C2fbcDe/Erc+Ml6cV1RtXfqa32luvxJi/dupg4Ac+8bi6GdXIGGly4biHijHh/dOLze4+zL918CojlUuRu3+6pzP7xLCpb9fQK+um2k6nblz++O8V0BACXun3VRVR2KqizQaoA+HRIadY7t4oy4dWwOts+agkUPngUhMcZX4GR/fqVqkNJX5goRhS5pHyZmnDRNrwz5Z/CsC/vhnL6ecoiOAJpfE4U7tcCJtJ8d4Pv6DgAcKtcXz8zZjXNfW4HF7uxWX5NRiIioZV0wKBM3jO6MB8/pGdIlFDUaDV6+YhD+77zeeHxan9Y+nbDFUl1E1OJOltXif5tcpW5COULfWqTZCv5+PgZ3GS9mnATuaEmN+PjcfhmqmSGeHiPyAXSb3YGiKu8gSZVKRoepCb/Xyiakgr6SAMHlw7Nx2bAs1TJYgtFdU7H6UDF2nChv9Lk0llBGK87o++fQxU+qsPJ9Te6Tjg9W5IoNVYUASlKMd8+XhkowGZBgMiDa4CqpUeujrIavzJ3PVh/BrAv7NekciKhlCZ8lBp2Gma9NlJloki3HGfWyspeMm1BbYND7vh4T+JpMAriuMaSBkWqLTZzoI5QpTYlhqS4iolAQE6XH0xf1b+3TCMiUfhmtfQphj3cKRNTiVh4sEh9zwMKbdCDYX0aOjs3hG+y0pGHtjGHeZbIAz++kUE5OsPpQsdruqHIHCaQltnwFPwL1y8wxXuuUwQR/QRMASHOnEJeqZMQ0tyoxcNL0+Rn9MhPEnjFCUOP95YcAeAI0wSAEzHxlnFSafb+WkyODRGGloMLVLyotXr0PEwVO+fOLN8kHd0N5JiZRsFTU+r5GiI3S4fZxOX4DJ8qeaYcKq7z28df3kIiIiJoHv32JqMUVS2btG1kiw4u0sbi/wJJex+bwDXXS3RcjwaSXlRKRMrh/5labfDD8aHG16v5V7gF1gy54g2+Ds5Nky2olxeqTEusKnJS0YuDE3yBBoCb3SRdL1uVXmHGyrBY/bTkBwLsMRlMIAUtfjVyFwEn7eCOi9Fo8Md2T7hzM8yCi5icE0TMU2RLUdMpACSfIUFvw+45Tqus7p8Zg2z+n4PHpfTEoK8nn83efrJAtP/bzDq99ukiaERMREVHL4JUsEbW44iqL+DgqiIPNkULa18RfqS4x44Q9TgJ2qrwWgKvUlS8Gd51qq10+GF5W4ynVJPzs7Q4nqt0D7R0So4N6rnPuHYvLh2Xhg+uH4cFzejb4+UIGzKlycz17Bl91EDJOvrtjFG4bm4O7J3aTZWGd+fySJp+fGiHjZF1uide2OpsDn65ylcyYPqADdj01FTePyRG3+wq2EFFoKqsVmi2z9E1zY8YJtQXpCepB2E4pMdC7rysHZCXi2ztGIdqgw6Pn9caKhybivkk9AAC5RZ7JOSXVddh5whNI6ZBowvSBHXDruBwQERFRy+KVLBG1uGLJDHiWyPAWcMaJZPCeAiMEETr4mWUc5SOTRxhoA1w/c6fTKesf8sKMgRjWORkfXD8sKOfav2MiXrp8EKb0y2jUwFP3tDgAwOlKC/767ZagnJM/lWYrNhwpgdlqF7NwmhI4Gdk1FU+c3xdGvc5nybpLhnRs9PGVhDIb24+XeW372w/bcLrSFfAd0ikJBp1WDJ4BwKsL9wftPIio+VUHMSuOPMZ0TxUfC99BwfycJgpVb1w9RHV9pxR5lsiorqnY88y5+MtZ3dApNQajuqYAkJfmkpbt6t8xAWsenYS3rxmKmCh+XhEREbU0Bk6IqMUVSTJOyFugPU707lrH7HESuEL34Heaj5mBgCfjpE5RqkuacQIAO06U4/uNeQCASb3T0CsjHj/edWbINGBLjPbMpJ699WSzvtajP+3AgFkLcPl7a/DhitygluoCoNoAvl2cES/MGBiU4wPAnWd1BeCa6XmsuAb/mrsbp8pr4XQ68ds2z89vQMdEr+d+ufaoV4YSEYWuaosrS4wDkc3n+7+Mxic3Dce1Izu39qkQNbthnZPRLi7Ka312iv/yWt3auwKMeSU1sNjscDic+PsP28Ttb149NLgnSkRERA3CwAkRtbgqSUNnJpx4kwVO/JTqEnqcMOMkcEK2k9rNrUAoqbD5WCk+WHEINveAeHmtvFdIpdmGXe6Mk8t8NJpvCw4XVeOb9cfE5bk7TqG6zvU3Hm8KUuBE5e/g+lGdg1oCZkCWKyCy7nAJxr+0FB/+eRijn1uC9Yflpbt8Bd0ufWc1HPxbJAoLNXVCVhz7rAVDvDtIflbP9uK6lNgonN07XZadRxTJiqq8e8q1izP6fU5avBGxUTo4nMCx4hpxQo4gp11sUM+RiIiIGoaBEyJqcdXSwAl4Q60kLdUVrTLTXiAMRnCme+CE/jr+bmSFUl2Hi6rx79/34tdtJ2F3OLFoz2nZftUWG3ILXTWpu7lLkoSatHj/N+zBsOtkuWzZ5nCiyj2bOzZIs7kNKr2QOiQFt6lznw4Jqq9z5QdrZcu+yo/tOFGOD//MDeo5EVHzECZwMOMkOOY9MB4vXz5I1vuJqK1R65mUnuD/Okyj0aCrO+vkj535+L+fPE3hH5vWO7gnSERERA3GwAkRtTih/wGpG5SdhGiDDgadBqO6pvrcjz1OGsZqd6DUXW4rNdZ3xolQqkuw6WgpvpZkVAiD6wUVZlS6B98yk4LbGD5Y3nTX3G7OBsinyuTN56N0WlSZXT/nYJXqUuuF1D7IQaGYKH29M0N/u2esbPmZi/sjU9Iv59NVR4J6TkTUPNYcKgbQtD5M5NExKRozhmV5fX8StSVvX+Mpq9U7Ix4jclL8XscLStzZ0K9I+qX97ZyeuGN8t+CfJBERETUIr26JqMWdLPcMtLKCg7f28Ub8PPNM/HDnmeiU6rs2MnucNEy++/dOowGSYgIPnHy17hg2HvGUa8pwD5RLm3eG6uBbqjsQEOxfkW/WH8O932yB2WrHqkNFsm27T1XgkDsTR9pnpalmXdBXtty+niBHY6j1UhF0To0Ry3kJrh/VGasfnYQZQ12l2rqlxaKgwsySXUQhzGZ34GhJDQCWwSGi4JH2M3nn2qH4/i+jAwomTuzdXras0QAzJ3YP+vkRERFRwzFwQkQtatNReb8A9jhR1zsjAYOzk/zuo2OPkwZ57o89AACnE35rrhtU+mYcPF0lPu6TkQAAWLqvMMhnGHxG93sxW+1BO+aGIyV49Kcd+G3bSdz4yXosc/8czh/YwWvf5NjgBU4uVfSRaY4yZP4CYP76tQjvfdXBYoz892I8M3d30M+NiILjVLkZdocTOq0GZ/dOa+3TIaIIIb1OaEgPtsem9ZEtt4szQsuZZURERCGBgRMialHLFYPNU/tltNKZhD+jLviD4pHs9x35Ae1nULlZPeXOVrlmZCd0UcxQ7pUe3/STayZCBoXF5oDT2fQA2/rDJfhghaePxzpJ4/SHpvby2j/ZT2ZPQyWYDMhO8ZRES/FTbq2xxvVoJz6+cXRn2baUWN+BmkRFKbRPVx3BA99txYVvrURhpSW4J0lETZJX6so26ZwSw8FJIgqaeJPnWqAh5URjovSY2i9dXC6vtQb1vIiIiKjxQrO2CBFFLKN7IDct3oi5940Lep+CtiTBXQaJN1iBGZSdhG15ZbhmZCe/+wl9S6SE+tNndkvFkaJq2bYLB2cG7ySDzGTwzI+w2Bx+S1HVZ19+Ja54f43P7dnJ3mXlmvJ6al67cjBmvOs6B30z1NK/b1IPVFtsmNIvA2O6t8P6I6XYc6oCANDOT6AmXiVT5ectJwD8f3v3HR5VmfZx/DfpPSFAEkoIoRPpIBiQ3lRksbw2VLCXBXfBssrqKuq6uJZFV7EXbAg2dAUUUZpKEyT0XqQmAUJ6z5z3j8mcZJJJZZIJ8P1cF5dzznnmzHMweRLOfe77llbsPqH/K5MtA8B9jqTkSJJahldcChMAasrTw6LN00fJsEq+XjX7/eeuQW21eFuSJCm/0FoX0wMAALVA4ARAvbLfgL6yVwuCJmcorPgp99ScAhmG4bSBNmy2H0vXpsOpkmT2o6jIqcz8Co+F+fso2M/xuG8NyjHUt9KBi5z8oloHMvYmZ+iSl1dWeLxjZHC5J7fvHtymVp9Vmd4x4Xr5+h4OdcRdyc/bU0+O62JuRzfyNwMnjYMqDpxU9vdKxgnQsBwpzjhp2ci/ipEAUDMhfrUrUdo7ppH5OsDHtQ+dAACA2mu4d3sAnJNOZtpuIjaugzI75xt7g/P8QqtyC3g6rTLfbT1uvu7aIrSSkdIVPSvOIGke5leup0xN6ljXN29PDwUW/wP8TDKTrnxtlSqr9DX7tgsllTRwbxTgrYdGlS/d5QrjerRQr1aNqh7oAm0jgszXlZXq8q/kJkdiWo5L5wTgzBw+bfuedJYlBwDu8vqNveTlYdGfh7R191QAAEAxMk4A1KtjqbYbFs1CedLzTAX6eMrLw6JCq6HUnHz5+/B36kxyRq5eWbpXkq1HSVWBjoq+Nr08LIoOD1Df2HCH/Q0540SSGgX6KCs/RynZ+WqtwKrf4ERGbvnyZQ6fURzEm9i/tRoH+apnq7A6KaVV38JL9Wi5Y2BsheMqyzj5YPUfmjKigxoRLAYahMMptoyT0j2TAMDdLu3aTJs6NFWgk/KfAADAPc7+uxoAzipHi5/0bEGJjDNmsVhKynVl0+ekIl9sOGK+HtKhaa3PE9M4QN6eHurSIlQtwkq+fhtyxolU0kT9qtdWacuRNP1xKsu8cVgduQVFVY6xBw4sFovGdm+ulufIk9wXtWlsvvauJBDkV8XXwJLtSS6bE4Azk5ieK4kHOAA0PARNAABoWPjJDKDeFBRZzRsWLcO4YeEKof7eOpmZT+CkEtuO2npUxDYJ1NBOEbU+T2yTkrJNfVo30tEEWxCwpg1A61tWqWb3Y1/9xXw9ZUR7TRnRocr3/1DBTf+Xr++hV5bu1cxre5zxHBuqri1D9cFtfR0CZc5UlV2z7ViapGgXzgxAbdn7WDUNos8aAAAAgIo17MdkAZxTktJzZTUkH08PNeGGhUvY+5yk5VTc0Px8l1QcrHtwVMdKswaqEupf0vCz9BOBPg28JNUNfVs53f/Sj3uq9f7tx9Kd7h/Xo4V+vH+wurasvGfM2W5wh6ZqV6rXSW38UYMMHwB1Jzu/UDnFWXThQZTPAwAAAFCxGt3tef3119WtWzeFhIQoJCRE8fHx+u6778zjubm5mjRpkho3bqygoCBdffXVSkpyfFL10KFDGjNmjAICAhQREaGHHnpIhYWOtdOXL1+uXr16ydfXV+3atdPs2bNrf4UAGozENNsN7MhQX3l4WNw8m3NDmD+luipTZDWUlFH8dRdyZsE6X++SH5nBpQInpfc3RGd6098elLt/ZAf5V9LLAzale+DcPaiNJGnr0XQZhuGuKQEoZs828fXyUKAP6xkAAACAitXobk/Lli317LPPasOGDVq/fr2GDRumcePGadu2bZKkqVOn6ttvv9Xnn3+uFStW6NixY7rqqqvM9xcVFWnMmDHKz8/XqlWr9MEHH2j27Nl6/PHHzTEHDhzQmDFjNHToUCUkJGjKlCm64447tHjxYhddMgB3OV18cz88kGwTVwm19zjJcQycpOUUKDu/8obe57pNh1PVdfpiHU6xldSKDPE7o/OVbgIfVCpw0tDrUYcFVPxU9ems/Cr7naQVf22F+nvr93+M1J+6N9crN/R06RzPBdMu7aQe0WF6atwF8va0BYbtPVJOZubpyW+3Kzk9Vz9uT5LVShAFcIdTWbbASZMgX1ksPMABAAAAoGI1utszduxYh+1nnnlGr7/+utasWaOWLVvq3Xff1Zw5czRs2DBJ0vvvv6/OnTtrzZo1uuiii/TDDz9o+/bt+vHHHxUZGakePXro6aef1sMPP6zp06fLx8dHb7zxhmJjY/Xiiy9Kkjp37qxffvlFM2fO1OjRo1102QDc4XTxDYtGAd5VjER1NSq+KX46u6RUV25BkXo9vUS+Xh7a9uTo8/bm0DOLdig7v6SxecQZZpyUbgJfOsukdePAMzpvXWscWHHg5LL//qzjabma/+f+atM0yKEcmSTlFRZp0ZZESVKIv5f8fTz1X4ImTt09uK3uHtxWkrTqkeHKyC1wKA03e9VBfZNwVKezC/Sfa7vrql4t3TVV4Lx1KjNPkhReyboIAAAAANIZ9DgpKirS3LlzlZWVpfj4eG3YsEEFBQUaMWKEOaZTp05q1aqVVq9eLUlavXq1unbtqsjISHPM6NGjlZ6ebmatrF692uEc9jH2cwA4e9lv7jeq5Al41Iy9VFdaqVJdx9NyVWQ1lJ1fpPQcW9bJ+VYm6MftSVp3IMVhX02auC/8y8W6/eJY3TYg1un7L7mgmTwsUtumgQ3+BlzLRv7qE9PI6bHjxeXzrnxtlSa8t67c8a1H08zXnh4NuyRZQ9I02NcWiCoTJLZn3S3dmez0fckZuVp/MEWFRVblFRY5HQOg5g6nZOuejzbo5z0nJUmN6W8CAAAAoAo1ri+yZcsWxcfHKzc3V0FBQZo/f77i4uKUkJAgHx8fhYWFOYyPjIxUYqLtadXExESHoIn9uP1YZWPS09OVk5Mjf39/p/PKy8tTXl6euZ2e7ryZLQD3OcmTni4XFlC+x0mR1Wq+fuDzTWoe5qcPV/+hbyYNUPfosPqeolvc8eH6M3r/Bc1DdUHzUL22fK+5r3SprlaNA7TioaHyOwt6flgsFr12Uy/1feanSsdtOpyqnYnp6hQVYu5bseuE+XpUXKSzt6ESwTUs4zb+7bXam5wpSfL0sGjxlIFqFxFcF1MDzhtFVkMDn1vmsK8xJUMBAAAAVKHGj4927NhRCQkJWrt2re69915NnDhR27dvr4u51ciMGTMUGhpq/omOjnb3lACUcai4l0Kr8AA3z+TcEVqcvZOaU1KqKyuv5En1H3ck6cPVf0iSxs36tX4n14DcOTC26kFOeJfKsigdOJGk6PAANQ0+O26++XpWL8Dz9cZjDttrirN2nr2q61kRJGpoalImLyUr3wyaSLabvb8dPF0X0wLOK0dOl+/jFHmGpRsBAAAAnPtqHDjx8fFRu3bt1Lt3b82YMUPdu3fXyy+/rKioKOXn5ys1NdVhfFJSkqKioiRJUVFRSkpKKnfcfqyyMSEhIRVmm0jStGnTlJaWZv45fPhwTS8NQB374xSBE1ezl+pasz9FX2w4ogc+22SWXzpfFRZZqx5UTfYm31L5wMnZxKeacy99416SjhQHO9tHkvVQW6+OL98TxllA5YdtieX2ZeUV1smcgPOFYRjaeCi13P7IEL/6nwwAAACAs8oZ3wWyWq3Ky8tT79695e3trZ9+KikFsmvXLh06dEjx8fGSpPj4eG3ZskXJySW1vZcsWaKQkBDFxcWZY0qfwz7Gfo6K+Pr6KiQkxOEPgIbDMAwdLr4JG03gxGXCSvVQePDzTfry9yP6YNXBCsdbred+r5O0nJKyZe0jgiRJY7s3r9W5vDxLZ5ycvRkXZQMnE+JjnI7bm5xhvt6TlKFjxUG4mMZ8z9bW5d2aa/tTo6v8O3QW8MzIJXACnIlXlu7VlHkJDvs8PSzqGxvungkBAAAAOGvUqPj2tGnTdOmll6pVq1bKyMjQnDlztHz5ci1evFihoaG6/fbbdf/99ys8PFwhISG67777FB8fr4suukiSNGrUKMXFxenmm2/Wc889p8TERD322GOaNGmSfH1tKfP33HOPXn31Vf3tb3/TbbfdpqVLl+qzzz7TwoULXX/1AOrNqax8ZeUXyWKxNauGa4T5l+8Xk5FX4GSkTVpOgRqd4z1mDhZnNoX6e+vrSQOUmJ6rtk2DanUun9KBE++zN+PE08Mxw+G+Ye11MjNPi7Y4ZjkcSslWbkGR/Lw9tSvJFkSJaxaiJkGUtTkTAT5euu7CaD33/S5JUnqO4/doZl6hXv5pT7n3pedW/L0MwFFaToGW7UzWyLhIBRb3F/p03SGHMXufuVSFVoPSgwAAAACqVKO7QMnJyZowYYI6duyo4cOH67ffftPixYs1cuRISdLMmTN1+eWX6+qrr9agQYMUFRWlr776yny/p6enFixYIE9PT8XHx+umm27ShAkT9NRTT5ljYmNjtXDhQi1ZskTdu3fXiy++qHfeeUejR4920SUDcIc/TmVJkpqF+HHDwoWC/MrHv3Pyi5yMtNl3IrPCY2e7o6k5evDzTfpiwxFJ0oWtGynQ16vWQRNJ8ipVquts6WdSHeGBPnpodCeN6+GYiWM1SjJ2UrNt/21BoNMlru0TLXuFrm3H0hyO/bLnpPn6lv6tzdeHU3LqY2pOGYahAheWvWtoZi3bq8lzfq90vcTZZfKc3zVlXoLu+XiDMnILlFtQpMT0kkyuV27oKS9PD34HAQAAAFAtNco4effddys97ufnp1mzZmnWrFkVjomJidGiRYsqPc+QIUO0cePGmkwNQAN38KQtC6B1k0A3z+Tc4u/kBtC+E1kVjt9+PF19Wp+bJUru+WiDthwtuSHdKvzMv9ZKl+pqHnp2BxBeuq6Hfj90WpOHtpOnh0WxTQL18vU91SemkeatP6ytR9MlSbkFthvJ9gCKvY8OzkyTIF+t+/sIXfjMjzqZma/NR1L1p1d/lcUiPfWnC8xxD1/SSZd0idL1b63R2v2nXD6PX/ee1OJtiXrk0k4K8Kn418CHv9ys/206po9v73fOrRnzNx7R84tt2T8XNA/VvUPaunlGOFOGYejn4gDkz3tO6qZ31+nvl3aSYdiyDxMeH+m0txAAAAAAVOTsrTsC4KxizziJaUzgxJVq2rD8XO2ZkJFb4BA0kZxn49RUk1JlzZqHnd2Bkyt6ttBT47oookxT5JvjW2vBfQMVXnytuQVWzVq217yxHErgxGVK9yT606u/SpIMQ1pdHCC5uldL+ft4qlNUsCQpI69Q+YWuyfpIzy3Q/hOZuvGdtfpw9R+as/ZQhWOTM3L12fojyi2w6qM1f7jk8xuSfy7YYb4+fDrbjTOBq5zKynfY3nQ4Vfd9ansI6+J2TQiaAAAAAKgxAicA6oW970Rrmky7lIdH9W4GxbdpLEmVNo4/W2XmFarPP38stz/I98zLsfRr01gvXddDyx8cUq7B+rnGHoT741SWGTSRHG/248x4ezr/Gvp1ry1w0iTIFrwK9vM2y3ql5bimz8mUuQka9uIKc/t0dn6FYzccPG2+TsmqeNzZ6NCpbIeb7HPWHpJhGC45d+E5XNqsoTIMQ4Zh6IlvtpU7lpyRJ4m+agAAAABq59y+CwSgwTiZabuBERXqV8VI1IVCq+2GXnJG3jnXt+BPr/6iPCdP5Qf5nvkNf08Pi67o2eK8KDFnr/u/KzHDYX9ogI+z4XAhe3BkUIemkmxfd/Z7+Ve+9quufWO10rJrF0AxDEPPL96ppTuTHfYXFhkVBgyW7EgyX/9cqv9KUnquEtNynb3lrLG1TH8ZSdp0JE1Wa+2DJ4ZhaPKc39XjqSVatfdk1W/AGcstKNK7vxzQhc/8qHs//l0LtxyXZCt1VzZL7lzqTwUAAACg/hA4AVDn3lyxT6v22Z6opuyPexSVuimY7qIn2BuCpPRc7a+gp0ugCzJOzif2jJMDJx3/Pulx4lrv33Kh0/2eHhb1ad3I3I4Otz0lf+R0jtYdTNFHaw7W6vN+P5SqWcv2ldv/5sr9WrQl0el7ThQ/qW+39Wia8gutGvPfn3Xxv5dq1b6zNziw+Uj5wMl1b65Wj6d+MEtK1lRyRp4WbD6uzLxCfbj63Ctt1hBNmZugpxds18nMfH2/reTr+LoLo7X8wSEOYwmcAAAAAKgNAicA6pRhGJrx3U5zO4yn192iTdMg87WrSv80BDvLZEeUFhlCdlNN+BZnnCSXuWlOsNO1Ohb3LykrIthXvl4lwb5/X9XN4fh3W50HOaqyN7ni75FXlu5x2D54Mkux0xY6ZJlI0nu/HtDE99bpZGa+Cq2G/v7VllrNxd0Mw9AbK2xBpMHF2T2SlFdoVXpuoQY/v1wZuTVbHxMOp6rfv34ytzcfSXUIVMP1cguKHIIldhPjYxQe6KNGgT5qUypLkMAJAAAAgNogcAKgTiWlO96E5el193jk0k7m63MpcHKkTGPnkXGR5us250F5LVfyK844KZttEBHCTUdXigzxk593+V+/ygaV+7dr4rC97Vh6rT4vMS2vwmNls89ueX+dSlfvurpXS0nSV78fNRvYS7YsGFf1BalP+0plp/1f75aKaxZSbszvh1JrdM6nF2x32D6WlqstR8tntcB1ypYTtCsdIOlc6v9tRDBBdAAAAAA1R+AEQJ06npbjsN0sjBsYrjamW7MqxzQJ8jVvEp7tgZPk9Fz9de5G/XYwRQllbnK+dXNvDesUoXE9mvOUcQ3ZM052JZXclBzeKUIdI51nSKB2PD0sGtoxotz+RgHlg8o/PTDYYTsnv6jGn7fhkK3R+3V9ossdO5aWq/0nMiXZsjEOnnIMRE4d2d7pOQuthnILrGdd8GRbcX+Tnq3CNLZ7c7Vw0jQ8KS1Xh1Oy9ciXm/XbwZRKz1dkNbThj9Pl9h9LzXEyGq6yu3iNiiqTVVi6H9ON/VqZryMJ/gIAAACoBQInAOpUSla++XrJ1EEOpWjgGlf2aFGtcfaSS2d74OSfC3fom4RjuuaN1dqdnGnubxUeIIvFovduuVAvX99TFovFjbM8+zQJdMx4uKV/a709oQ9/j3Wge3RYuX2NAsuXMWzbNEj+3iVrZtkMq+rYWHxj/+b4GK2eNkx/u6Sjw/Hlu05Ikqb/b5vD/nV/H66WjQIqPO+/v9+p2GmL1OHR786KNSUxLde81tjibDQ/7/I/j1bsPqH7P0vQ3N8Oa9Inv1caHDp62jFA0qap7bxf/X7UVdOGE/bAyeAOTRXi52XuH96pJCDZv10TfXx7P82+9UIF+5HpCgAAAKDmvKoeAgC1Zw+cDO7QVO15cr1OZBc4fwrd18tDeYVWc/tcCJwkpefqf5uOmdtZeYWSpL9f1knXXdiqorehGso+fT+sU4Q8PAia1IUJ8TFadyBFOflFZgksZxknkpRfVPI9fCIjr0braHpugTKKv0faNA1UgI+X7hnUVicz8vXpukPKKSjS+6sO6KpeLfRBqabmB2ZcVmXAbPaqg+b8ft5zQpd3a17tedW3wiKrhr6wXDnFa2VI8Y30ZqHlMyAXb0tUYXGPkuSMPG0/nq4Lmoc6PW/pjMr3b7lQP+85qf0nDtS6ybwz+YVWeXpY5Fn8vfjOz/v1xYYjMgzp/lEdNPqCKJd9VkO2NzlTv+w5oYEdmmp3ki1g3i06VA+M7qDsvCJ5eVrUPMxxDbu4fRNnpwIAAACAaiHjBECdsteUbxJEqYy6kpNf6HR/z1ZhDtsBPranqx//ZpuyK3hPQ/fdluMO25m5tuu4qE1jmpifoZalAifR4f4aVKp5NlwrwMdL791yoV66voe5L8y/fMaJ5Fhy6N+Ld9WoPNaK4gyLsABvBfjYnpXx8LDo8bFxenxsnCTpcEqOftnr2Ay+dNDkh6mDFOznpZ6twhy+RkpbujO52nOqb7kFRWr36Hdm0ESSmaUwaUi7cuMLyzR2n7FoZ4XnPp6WK0nq37axhnaK0Ph+tnJoicX7z9SR09nq+dQPmjovQZKUmp2vfy7coZ2JGdqVlKG7P9pQ6fs3HU7Vj9uTXDIXdyqyGprw7lpN/3a7hr+4Qit2276uO0QGKyLYT62bBFaaHQUAAAAAtUHgBECdySss0sdrbE8xD+tUvqY/XMNZ2Z/+bRtr8lBbf4KhHW03wDeXali8L9l1T0TXp7KNm1OybRlNQb4kUJ6pFmEBpV47v0EO1worlWVSYLU6HfP3yzqbrzcdTtUP1bwRvnb/Kd336UZJUvuIoHLHr+xZUuLv172nyh236xAZrC3TR2v+nwfol4eHaeqIDuXGbDnScJuh7zieXm6fvXRTaIC3QxNxZ7w9y2feGIah+z7dqCnFAY2o4syVqFDb901GXqEycs88s2/qvARl5Rfpf5uO6YLHv9eDn292OhdnDMPQHR+u1x0frtfYV35RfqHzr6+GLL/Qqg1/pOjSl1fqmJNgVIcIslgBAAAA1B0CJwDqzOGUbGXmFcrf21OXdjk/yom4Q6eoEH09aYDWTBtu7vOwWHRx+yb68f5Bev2m3pKkvwwvafScV1jzJtMNweYjqQ7b9puBBE7OXKvwksDJ9mPlbzbD9Ur3fPL1dP4rmZ+3p96e0MfcTjicWq1zj39nrfm6T+twp+eNb9NYkvTpukPm/m8mDaj0vPcNK5+lcSw1p8E2irdnPZZWOqtk9q0XVvr+gFJry8LNx/XJ2j+0YvcJfVuqZKC95FeQr5eCi7NZktLPPOvkSKkeKln5RfpxR/mg2els5wGa5xfv0omMPEnSlqNpWrar4WYFVeSGt9fo6tdXm6W5SosI9lVoBeXtAAAAAMAVCJwAcJns/EKHElAHT9oaGbdpGkivhDrWIzrMfOpZkny8bMt7u4hgswHy2G7NzP15Z+HTx5LMG4FlBRI4OWPR4SVZJiGUPas3r47vqWGdInTLgNgKx4yMi9QDI22ZHjudZFCU9cnaP1RUKjjgLNghSUF+jt83N/SNdprBVpqHh0UT4mMk2fp6SLab+vZeKg1NepmeTp4eFg3tVFKGLjLET8seHKLrL4xWTOPy5Z7s5QCTM3I1ac7venT+Vj30hWPmR1RIydprD6Ikpjlfq6ort6DILAVWmWOpjg3qkzNytXRnkl5bvs9h/6FT2Wc0n/p2OCVbG/44XeHxRgHOS9sBAAAAgKsQOAHgEvmFVvV4cokG/nuZrMU37DYcst30aOekTAzqxpiuzRTi56W/X9ap3DGLxaLOUbbSJrkVNJRvyPILrcrKLz/vUH9vs38Las9isejrSQPUO6aRXrquh7unc964vFtzvXfLhQoPrPxGcL/i7JBdiRlVnvPtlfvN16unDTP7m5RVNlPryp4tqzy3JD1+eZxWPTJMQztFyL84MJuadealqVwtLbtATy3Ybm7//Leh2jJ9lDpFOZbnim0SqGev7qZb+7cudw57o/fk9JJASNkAbrtSJaMii4MopRvH10Z1+6TsP1mSUbPlSJr6PvOTbpu9vty4ZxbtUFYDDW45c2OpjCm7924pybwqaqAZTgAAAADOHQROALjEH6eylF9k1amsfOUUFGnr0TS9XvzEa1U15OE6r47vqdXThjvcyCvNXhrobMw4SSt+ctxSJnkprlmIQzNr1F6P6DB9eW9/p6Wd4F72jKDkjLxKy2J99fsRHSzOLvjurwPVLLTifjVlAyc9qsg2sfPy9FDz4j44jYrLJS3aelyvLt2jfSfKl1Vyh4Iiq7o/9YO5PTIuUtHhARUGkSTphn6tyu07eCpb3aYv1rKd5UtddY8O04B2jdWndSNzX1hxJkRG7pkFKVJznAeiurYI1YL7LlaHSNsDCT/tSDKzi2b+uLvSc24qU+qwIhm5BW4NsqTlFOhQSkmGjK+Xh9ZMG65hnSI17dJOslikZ67o4rb5AQAAADg/EDgB4BIpWfnm60Kroctf+cXcblaqhBTqlsViqbRsla+3vVTX2ZVxkplXqP8s2SVJCi5zfVU9qQ+cC8L8bV/nhVbDaeZVTn6RLn/lZ93/2SZzX2gVJdeCS5XqeuGa7mYpvxrNqzhQ8Ox3O/XCD7s1/MUVZtahO8397bDDdo6Tv7OyfL089fHt/dSlRYhDr5f03EK9uKR8UOLzu+P1yR0XybtUfxp7MCrzDAMP9hJjsU0CdcfFJWXcWoT5q0uLUN3S37bvm4Rjuu/T32UYhkO5Rru/DG+vnq3CJFWv70p2fqG6Tv9BFzyxWD856alSH5buLPncmMYBWvm3oea13T24rQ7MGGNmYAEAAABAXSFwAsAlkjMqLmMSWMkTvqhf9oyT3IKzK+Pkvjm/69N1thuhwX7eurHUk+E0hsf5wM/bwwxspGbnlzu+eFuith517H9SVa+aZmEl2Sjta1lSsXlY+Zv1t33wW7VLTdWVfcmOmS+l+29V5uL2TbTgvoHqHh2mhMdHVjrWWaDJHoz6z5LdWn4GDdntGXYRwb567PI4c/8lXaIkSS0alfy/W7QlUde9uUZ5pdb1ED8vzRrfS1OGt1ebJrb/tws3H6/yc3/de8p8ffsH5Ut+1Qd7f5j2EUFa8dBQs/wZAAAAANQnAicAXGLVvpKbLde/tdrhWNNg3/qeDipgZpycZT1Olu06Yb728fLQHQPbmNtlG1wD5yKLxaKw4kBIanZJGaeM3AJ9vfGoXnJSpimwit4/LUsFTmp7c3rKiA7l9i3fdUIfrj5Yq/O5ypHTjj1GalMyMizAR1/eG1+j95TOvjyTwMPGQ6mSSoJf8+66SM9d3U3jejSXJLNfld26gyk6ctpW3urpK7oo4fFRGtOtmTw8LGbGyY87knU6q3zQza6wyKo7P3RPsKQ0e2BwUIembp4JAAAAgPMZgRMALpFcqgTIycySGzP92zZW92rWzUfd87NnnJxFPU4KiqwOfU28PCwOJYjszamBc12TIFsQunTJpdm/HtSUeQlmXxO76/pEV9n756I2jTWgXWP9dXh7p2WeqqNLi1Cn+19bvk8rdpcEPPefyNSepKob27tCbkGRfiwuM/XQ6I664+JY/W10p1qdq3dMuEOGm92E+Bin409l5jndX5k3V+zTsBeXa/+JTB05na0Xf9il9349IKmk1GW/No117YUl/08jQvw0Ki7S4TwJh1Ml2bJNPDxK/t//X++W5uvvtyXq4n8v1dMLtpebx9oDKeX2ZeQ677Vit+5AilbuPlFp352asgcG7f1zAAAAAMAdCJwAcAlnjWw/uaOf5tx5kRtmg4qUZJycPYGTpPRclb4n5+XpoRCyTHAeim0SKEn69/c7zT4iP1bQh+Lf/9etyvP5+3jqkzsu0tSR5bNGauKl63pobPfm5fZPfG+dJFtPpateX6WRM1fqeFpOuXGu9saKfebrUXGReuzyOIWewU34uwa1kZ+3h26+KEZbpo/SR7f31eOlymeV9pfh7c3X1SkjmF9o1Yzvdmr/iSz996c9uuq1VXpl6V7zuL00lzOvjO+p927po+4tbcGrvOKAuL3vjJ2ft6eGd4qQJE37aouOnM7Ru78cKBfkcVZa7MDJrAo//+DJLF375mpNeG+d5m88WsWVVl9KccZJaAD9qwAAAAC4D4ETAC6R5iRw0rFMKRG4n6/X2dcc/uc9Jx22/bw95OXpoYDiMkQjyzx1DZyrWhb3tdidlGneXG/VOLDcuKqawrvaFT1b6JUbeuq2AbFOj89Ze8jMIvilzPdzXdh8JM183bJRwBmfL6ZxoLZMH60n/3SBgv28NbB9U3l5Ov8VumerRvr5b0Ml2RrEV5WJcbpUv5qvE4459Asb2rGp+rdtUuF7fb08NaxTpHrFNHLY3zSofHnMiJDy+/aXCYrY+5M9NLqjGYyprFfN1mMlf8/2bBdX+OOUbV4tS/VxAQAAAID6RuAEgEs4C5yE1fPNO1TNz/vsaw4/7astDtv2r6tvJg3QF/fEUwoO543SzciXFmcHZJYppfTAyA5acN/F9Tovu79f1kl3DWrjsO/LDUf00Zo/zO0TtShlVVPW4mDF7RfHyr+KPi/V5e3p4VD+qjLhgbZMiSKrUW6tLRtIKd2vpqwx3cpn8TjTukzwzFlfscaB5fcdLdUH5mhqjpLS88z323veJKZXHDhZV6q014er/9Cve888KFZQZDWzXNpHBJ3x+QAAAACgtgicADhjhmGUC5wE+3pV+EQu3KehZZxYrYZW7j5hNgMuK8VJI+OuxT0V2kcGq0/r8DqdH9CQlL7nvulwqjb8cVqZeYUOY+4b3l7R4WeeZVEbXp4e+vtlnTXvrpISjQ98vkl/lOq/8tz3u+p8HvZgRL9Y96wPAT6essdYMvJsc0lKz1W36YsVO22RGXDIyivUZf/92ek5br4oRn9yUv7Mmd5lMk7sgZvSmoWV72Fjz3b5ec8JDXh2qVbvPyXJFpxuUhx8Wb3vVIXl1dbud+yJ8uHqg9Wab2V+2pGsgiJDgT6eahFGxgkAAAAA9+GuJoAzlltgVX6ZZuNnUk8edce3uDl8Zl6h7p+XoG8SXFeXvjY+/e2QJry3Tte/tcbp8ee+32m+/uC2vrqxXyv9eWi7+poe0KAYcsxWuPr1Vfrt4Gk3zaZi/do01t2DSzJPiqyO8y4d7EnOyNVts3/Tgs3Hyp0nLadAU+claNnO8r03KnIyM88sG1W210d9sVgsalT82QmHbHN58PNNSs+1XfeM73ZIkr7ddKzc340kdWkRoqev6OKQYVSZLi1C1bdUkMjTSWbM5d2aq3/bxg77PlptywS6+d11DvsbBfooxM/2M/y7rYmKn7FUR1PLB0+SM2zZKPYAz+JtSTVuEm+1Gvps/WE9/MVmjX3lF93z8QZJtv93Fkv1MnwAAAAAoC4QOAFQK4ZhaHdShgqKrE7LdAW4qDwKXMuvuDn8NwnH9NXGo/rr3AS3zufLDUckSTsTM8rdcDMMQ3N/O2xuD+7QVM9c2dUsNwacb8b3i1E1q0W53SOXdFKrCjJfbnpnrRk8ufujDVq6M1mT52zUZ+tt3+/7TmRq6rwE9XzqB83feFS3zv6tWjfkcwuKNO7VX83txkHuay7ep7UtC2TfCVvZqdJlrDYeStXa/ad04FRJj5Hr+kRr5nXdNeOqrnr9xt41/rz3b7lQdw1qo/l/7u/0eKi/t+bceZG+njRAN/SNlmTrceKsN0mHiOByfXIGPLtUhmFoweZjuvr1VXp75X6dLs7sue7CaHPcB6sOVjrP3IIiTfrkd31cXL7t8w2H9bcvNmve+sPacrSkZ8qtA1pXdckAAAAAUKcInAColW8SjmnUzJWa/r9tTgMnu5My3TArVMWecdJQlH7aesgLy5WdX/IkenpOobO3AOetFmH+2vrkaH1xT7y7p1Ili8Wiif1bO+yzZyYkHE5VlycWyzAMbSzOyJCkv32xWZJ0xaxfNX/jUZVOxjh4Kltr959SYVHF/Zk+XvOHmRnh7WlRmyaBFY6ta02KG7TbyyKWTSy57q01+q24ZNe4Hs317NVddWXPlrqhb6talVoL9PXS3y/rrJ6tGlU6rkd0mMaWKgF2xaxfHY5f3aulQgO85e1ZPkJ3PC1XL/6wWxv+OK1nFu0w91/YOtwMys9bbwuGZ+cXmsEuwzDMtX7O2kNauOW4Hvt6qwqKrJq96g85MyouqqpLBgAAAIA6ReAEQI2l5RRoyrwESdInaw/pVFb5Zr8D2jUutw/u51vN0i/1paCo5G7iH6eytWznCXM7pYK+J8D5LMDHS70quDl+bZ+W9Tybyg3vFGG+fvPm3po8zLHM3snMfEWFlO+9kZFbPmg69IXluu6tNXrkqy0Vft7a4kDExe2aaMv00W4t9WQvs2UvYxnrJIjze3HQ6MqeLep1rv3bNtHDl3Ry2OflYdHBZ8foxWu7S5I6RgWXe9+Afy81G7eX5uPlocVTBkmS9p/I1N7kTPV4aonGv71W6bkFemrBdnX+x/famZiupxZsN9/3xvJ92nE8vdz5nv+/bmrV2D19egAAAADAzsvdEwBw9nm61I0PSTp6unzt81dv6FVf00ENOCtzVWQ1nNbErw9l6/t7lXrKeeXukiCKs5urwPnKw8OiAe0a69e9p8x9yx4cohg3NYWvSOsmgZp710Xy8fIwgz1vT+ijOz9cL0k6eCpLWaWyzKJC/LTxUOU9W77YcER3DIxVp6iQcsfsGWvX9Gnp9pJ+9uy+vFKBE2dBB0ka2L5pvc3LrnRPFEkqLLMWX9yuifrGhmtfcqay8guVW2CVs2ppL1/fQ5ItG8rLw6K8QqtG/GeFJGn1/lN6+cc9ev/Xg5KkS1762eG9Ly7ZLUka36+V9iVn6kRGnr6ePMDsrwIAAAAA7tSwHj0GcFb4Zc9Jh+2yTWObBPmoUaD7asujYk2c1Pwv3ai5vhVaHcvueJUK4Czcctx8/flZUJoIqE/v39JX7SOCzO2Y8AB5NMAGKBe1aeyQITMyLlL9im/aH0vNUXZ+kXksMT1Xj3+zzdyeGB9j3pgvbcm2JKefZT+Xu4MmUkl2X05BkV76cbeWVtDgvnXjALcErru0KB94Ks1iseizu+O14R8j1T6ifPaJJPWOaaRxPVpIkrw8PcoFXyTp3V8OVDmXW/q31ty7LtJPDwwmaAIAAACgwSDjBECNJabnOmynZjv2OPnkjovqczqoAWf17zNyC8o1Aq4vZW+05RaUBFLs2Sjj+9Wu5j9wLvPx8lBUqJ/2JNv6STXEoElFmgTb+n8kHE4tl3VWukH4k+O6lAvMS9K6gylOz5tTHDgJ8HF/4MReqmvO2kOVjnPXQwa+Xp76fspA3fHBeh05naOre1Vc5m3bsbRy+768t7+iG/nX6rObBPnoZGZJKcYOkc4DMwAAAADgTmScAKgRw0mtjpQs2w2QaZd20s6nL3FaGx0Ng4+Xh36YOshhX1J6+R419aWwyPHrqXRzePvT4yPjIut1TsDZ4qaLYiRJY7o2c/NMaia5OPhuL+HkzA19W0mSmhY3WS/t5z0ntflIqsO+JduTtDMxQ1LDCJxUt59UowD3ZWd2igrRj/cP1rNXddXjY+MqHOesp07vmEaKKFNCMdiv4uex3p3YRzGNA/SX4e01a7ytlGdkiK/WPTq8lrMHAAAAgLpF4ARAjeQUFJXbdzLTduM9xN+7QZRIQeWahTre7NpX/MR6fSsospZ7mnzj4VTz2JGUbElSZDD9TQBnRsVFasF9F2vmdT3cPZUacdbT486BsQ7bvWNsN+t9vDw0onOkwz5JWrj5uMN4e98UqYGU6qpgDlf1bKFGASUZfncNalNfU3LKz9tT1/dtVWnW4TNXdtV9w9rpu78OVNNgXz0wsoPTcZ/dHa87Lo7V+sdGaM6d/dS1Ragk6Z7BbTW8c6RWPDRU94/soH5tGuunBwZrxUNDFcH6DgAAAKCBolQXgBrJzC3fD2PVPluD4sqeNkXDUfam4jebjuqKni3M0jL15YNVB8vtm7P2kIZ1jFDTYF9l5BUqxM+LDCagAhaLRV2Kb06fTe4a1Eb/KW4MLklNg301rFOk3v65pB9G41L9mF65oae2HE1T75hGavv3RZKkN1fu17TLOkuS8godA/oNInDi6Xw9fXRMZ714bXftO5GlnPwidW3Z8P//dYwKVseojpKkdX8fLovFeVm4zs1C9NjltsyVJkG+eu3GXtqVmKFhnSLKjW3bNKjcPgAAAABoSMg4AVAjGZU0Eqep69nBq0wvhF/3ntL/vbGq3uex6Uj5uvmSdMeH6/X3+VskSZEhfm5pnAyg7vh5e+r1G3uZ20+MjVPrJo59jBqX6v3h7+OpvrHh8vSw6O7BJRkae4uz5Y6nOvbdagg/i3y9nf+KHeLvLYvFonYRQWdF0KSsioImzkSHB2hEXORZ1X8HAAAAAOwInACoEXvGSfNQv3I13OPbNnbHlFBDzm58ba4giFGXjpzOrvDYtmPpkshiAs5Vl3Ztpi3TR+nAjMt0ebfmahbqr0/u6Gcer6h01JThJWWiRvxnha59Y7UOpZSsJe/d0kdNg8v3Ralv8W1Kfh52aRE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            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "zz800 = ak.stock_zh_index_daily(symbol=\"sh000906\")[[\"date\",\"close\"]]\n",
        "zz800 = zz800.set_index(\"date\")\n",
        "zz800.index = zz800.index.astype(str)\n",
        "zz800[\"close\"].plot(figsize=(20,5))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j99LpzAOLcTs"
      },
      "source": [
        "4.构建中证800成分股 PE_ttm 中位数因子\n",
        "\n",
        "因子计算方式： 使用中证 800 的成分股 PE_ttm(动态市盈率) 的中位数计算，历史底部区域为 PE=20 倍。 当指标处于底部区域时，平均未来一个季度股市预期表现较好。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "ScjD2jMRb7mz",
        "outputId": "a5cbcf33-aeca-4276-b5c4-3be075d8a65c"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x276511185c0>"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "stock_index_pe_lg_df = ak.stock_index_pe_lg(symbol=\"中证800\")[[\"日期\",\"滚动市盈率中位数\"]]\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.rename(columns={\"日期\":\"date\",\"滚动市盈率中位数\":\"pe_ttm_median\"})\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.set_index(\"date\")\n",
        "stock_index_pe_lg_df.index = stock_index_pe_lg_df.index.astype(str)\n",
        "\n",
        "stock_index_pe_lg_df = pd.merge(stock_index_pe_lg_df, zz800,right_on='date',left_on='date')\n",
        "stock_index_pe_lg_df.index = pd.to_datetime(stock_index_pe_lg_df.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(stock_index_pe_lg_df[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(stock_index_pe_lg_df[\"pe_ttm_median\"], 'b', label = 'pe_ttm_median')\n",
        "ax2.set_ylabel('pe_ttm_median')\n",
        "ax2.set_ylim(10, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f4moEGXZLrfB"
      },
      "source": [
        "5.构建中证800PB因子\n",
        "\n",
        "因子计算方式： 1.4倍的PB（市净率）是底部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "sL8k5Zyxb_ij",
        "outputId": "059e833a-9ba7-463e-b7e8-269d81899318"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x2771a1709e0>"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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drFixAvfccw8A4OjRowgK0vJxpk6dihs3buDBBx80vM6IESPw5ptvIjg4GH///Tdmz56NCxcuoHTp0mjbti3efvttl+XvfI2BIiIiIiIiIiIiIiIiIpMZM2a4fDwuLs6wffjwYZfHh4aGYsWKFZk8K+9j6TkCAOzbB2zcCNjt/j4TIiIiIiIiIiIiIgpkqampGD9+PKpWrYqQkBCUL18e77zzjuWxa9asQZMmTRASEoJSpUrhtddeQ3JyctrjCxYsQJ06dRAaGopixYqhTZs2uHr1atrjn332GWrWrIn8+fOjRo0a+Pjjj33++XIbZhQRDh0CqlWT9dmzgR49/Hs+RERERERERERERLmS3Q4kJPjnvQsUAGw2tw4dMmQIpk+fjokTJ+LOO+/EyZMnsWfPHofjjh8/jnvvvRe9evXCF198gT179uDpp59G/vz58eabb+LkyZPo3r07xo8fj/vvvx+XL1/Gb7/9BvvNjIa5c+di+PDh+Oijj9CgQQNs3boVTz/9NAoWLIiePXt69ePnZgwUEZYt09bff5+BIiIiIiIiIiIiIiK/SEgAChXyz3tfuQIULJjuYZcvX8bkyZPx0UcfpQVrqlSpgjvvvNOh9NrHH3+McuXK4aOPPoLNZkONGjVw4sQJvPrqqxg+fDhOnjyJ5ORkPPDAA6hQoQIAoE6dOmnPHzFiBCZMmIAHHngAAFCpUiXs2rULn3zyCQNFXsRAERkC1Pny+e88iIiIiIiIiIiIiCiw7d69G4mJiWjdurVbx0ZHR8Omy1Rq1qwZrly5gmPHjqFevXpo3bo16tSpg5iYGLRt2xYPPvggihQpgqtXr+LAgQPo06cPnn766bTnJycnIyIiwiefLbdioIhw8aK2fuOG/86DiIiIiIiIiIiIKFcrUEAye/z13m4IDQ312lsGBwcjNjYW69atw8qVK/Hhhx/ijTfewMaNG1Hg5vlMnz4dt99+u8PzyHsYKCIcOaKtN2gApKYCQUH+Ox8iIiIiIiIiIiKiXMlmc6v8mz/dcsstCA0NxapVq/DUU0+5PLZmzZr47rvvYLfb07KK1q5di7CwMJQtWxYAYLPZ0KxZMzRr1gzDhw9HhQoVsHDhQgwaNAilS5fGwYMH8dhjj/n8c+VmDBTlcqdPA19+qW3PmgX88w/w++9u9y0jIiIiIiIiIiIiolwif/78ePXVV/HKK68gX758aNasGc6cOYOdO3c6lKN77rnnMGnSJDz//PPo378/9u7dixEjRmDQoEEICgrCxo0bsWrVKrRt2xaRkZHYuHEjzpw5g5o1awIA3nrrLbzwwguIiIhAu3btkJiYiM2bN+P8+fMYNGiQPz5+jsRAUS63YIHjvnXrpG+RPnB9+TKwahUQFga0bMmMIyIiIiIiIiIiIqLcatiwYciTJw+GDx+OEydOoFSpUnjmmWccjitTpgx++uknDB48GPXq1UPRokXRp08fDB06FAAQHh6OX3/9FZMmTcKlS5dQoUIFTJgwAe3btwcAPPXUUyhQoADeffddDB48GAULFkSdOnUwcODArPy4OZ7Nbrfb/X0SvnDs2DGUK1cO//77b1oKGzn65hugWzfH/SdPAlFR2navXsDs2bL+9dfAI49kyekRERERERERERER5UjXr1/HoUOHUKlSJeTPn9/fp5NjuPp3ZdzAGvNCcjlnYcK9e6V30ciRwM8/a0EiANi0KWvOjYiIiIiIiIiIiIiIfIul53K5hATr/Q8+CJw9a/3YoUO+Ox8iIiIiIiIiIiIiIso6zCjKhX74Abj7bmD7duDaNetjnAWJAGDhQqB6deDTT31zfkRERERERERERERElDUYKMqFPvsM+PVX4P77pRdRRvzzD9C/v3fPi4iIiIiIiIiIiIiIshYDRbnQpUuyPHAAeOedjL9OUpJ3zoeIiIiIiIiIiIiIiPyDgaJc6PJlx30dOwKVK2f9uRARERERERERERERkf8wUJQLqUBR9+7avpo1JcNo7lz/nBMRERFlEbsd6NQJaNsWSE3199kQERERERERkZ8xUJQLqUDRK69o+27ckGWBAs6f1769786JiIiIssj588CSJUBsLHDkiL/PhoiIiIiIiIj8jIGiXCYlRcaHAKBIEW1/crIsw8Ksn3fHHcDQoY77ORGZiIgomzl9Wls/dcp/50FEREREREREAYGBolzmyBHJHgoJAcqW1fanpMiyTBnr5xUsCNhsjvuvX/f+ORIREZEP6QNF//7rv/MgIiIiIiKiHKtixYqYNGmSv0+D3MRAUS5z/Lgsy5UDgoO1/SpQVK6c9fPy5dPK0+klJHj3/IiIiMiH7Hbgvvu07WPH/HcuRERERERERBQQGCjKZVR/ovBw4361XbCg9fPy5QOCLP5vuXbNe+dGREREPrZnD3DxorbNQBERERERERFRrsdAUS6jAkWqF9FnnwHNmwNDhrh+XtGiQLNmQOfOxv0MFBEREWUju3YZtxkoIiIiIiIiogxo0aIF+vfvj/79+yMiIgLFixfHsGHDYLfb0465fPkyunfvjoIFC6JMmTKYMmWKH8+YXGGgKJcxB4r69AF+/RUoVkw7JiLC8XnNm0tG0aJFUrUmKkr2M1BERESUjWzfbtxmoIiIiIiIiCig2O3A1av++dHFeNwye/Zs5MmTB5s2bcLkyZPx/vvv47PPPkt7/N1330W9evWwdetWvPbaaxgwYABiY2O9/C9G3pDH3ydAWcscKLKi70W0ejWwfj3wxBPGY0JDZckeRURERNnI33/LsmNHYMkS4PRp/54PERERERERGSQkAIUK+ee9r1xx3prESrly5TBx4kTYbDZUr14d27dvx8SJE/H0008DAJo1a4bXXnsNAFCtWjWsXbsWEydOxD333OOL06dMYEZRLnPmjCyLFHF+zLBhsuzRA2jRQsrSmfsTqUARM4qIiIiykR07ZHnnnbLUzw4hIiIiIiIi8kDTpk1hs9nStqOjo7Fv3z6kpKSkbetFR0dj9+7dWXqO5B5mFOUye/fK8pZbnB/z8stAdDRw++3OjylQQJYMFBEREWUjKoOoYkVZMlBEREREREQUUAoUkMwef7035U4MFOUyR47Isnp158fkzSuZRK4wo4iIiCibSUkBLl6U9ZIlZclAERERERERUUCx2Twr/+ZPGzduNGxv2LABt9xyC4KDg9O2zY/XrFkzy86P3MdAUS6zaZP0rS5WLHOvw0ARERFRNqOCRAADRURERERERJRpR48exaBBg/C///0Pf/75Jz788ENMmDAh7fG1a9di/Pjx6NKlC2JjYzF//nwsXbrUj2dMzjBQlMsEBQHly2f+dVSgKCEh869FREREWeDsWVkWLKh1Rr1yRcrRRUb677yIiIiIiIgoW+rRoweuXbuGJk2aIDg4GAMGDEDfvn3THn/ppZewefNmvPXWWwgPD8f777+PmJgYP54xOcNAEWUIM4qIiIiymYULZVm1KpAvn7Z/8GBg9mz/nBMRERERERFlW3nz5sWkSZMwdepUh8cOHz6c9SdEGRbk7xOg7Ek1NmOgiIiIKJvYvFmWxYtLQ0Ll6FH/nA8RERERERERBQQGiihDmFFERESUzVy5IsuHHjJmFAXxdpCIiIiIiIgoN+PIAGUIA0VERETZxPnzwGOPAcuXy3bhwgwUERERERERUabExcVh0qRJ/j4Nn5s6dSrq1q2L8PBwhIeHIzo6GsuWLXP5nPnz56NGjRrInz8/6tSpg59++snwuN1ux/Dhw1GqVCmEhoaiTZs22Ldvny8/Rro4MkAZogJFCQn+PQ8iIiJKR//+wLx52nZoqLH0HANFRERERERERJbKli2LsWPHYsuWLdi8eTNatWqFzp07Y+fOnZbHr1u3Dt27d0efPn2wdetWdOnSBV26dMGOHTvSjhk/fjw++OADTJs2DRs3bkTBggURExOD69evZ9XHcsCRAcoQZhQRERFlE3v3Grfz5wdsNm27YMGsPR8iIiIiIiKibKJTp0649957ccstt6BatWp45513UKhQIWzYsMHy+MmTJ6Ndu3YYPHgwatasibfffhsNGzbERx99BECyiSZNmoShQ4eic+fOqFu3Lr744gucOHECixYtysJPZuRxoOj48eN4/PHHUaxYMYSGhqJOnTrYrJojw720qf/++w+PPfYYwsPDUbhwYfTp0wdXVN38m/7++280b94c+fPnR7ly5TB+/PgMfkTyhQIFZMlAERERUYC7ccO4rWZ7KLVrZ925EBERERERkYPU1FR/n0KO4s6/5+XLl3Hp0qW0n8TExHSfk5KSgq+//hpXr15FdHS05THr169HmzZtDPtiYmKwfv16AMChQ4cQHx9vOCYiIgK333572jH+kMeTg8+fP49mzZqhZcuWWLZsGUqUKIF9+/ahSJEiaceotKnZs2ejUqVKGDZsGGJiYrBr1y7kz58fAPDYY4/h5MmTiI2NRVJSEnr37o2+ffti3s2yKJcuXULbtm3Rpk0bTJs2Ddu3b8eTTz6JwoULo2/fvl78+JRRzCgiIiLKJpKSjNvqIj5wIDBpkuPjRERERERElCXy5cuHoKAgnDhxAiVKlEC+fPlg01eAII/Y7XbcuHEDZ86cQVBQEPLp+/Oa1KpVy7A9YsQIvPnmm5bHbt++HdHR0bh+/ToKFSqEhQsXOjxfiY+PR8mSJQ37SpYsifj4+LTH1T5nx/iDR4GicePGoVy5cpg5c2bavkqVKqWtm9OmAOCLL75AyZIlsWjRInTr1g27d+/G8uXL8ccff+C2224DAHz44Ye499578d5776F06dKYO3cubty4gc8//xz58uXDrbfeim3btuH9999noChAMFBERESUTTjLKFJ9ihgoIiIiIiIi8ougoCBUqlQJJ0+exIkTJ/x9OjlGgQIFUL58eQS56Mm7a9culClTJm07JCTE6bHVq1fHtm3bcPHiRSxYsAA9e/bEmjVrnAaLsiOPAkU//vgjYmJi8NBDD2HNmjUoU6YMnnvuOTz99NMA0k+b6tatG9avX4/ChQunBYkAoE2bNggKCsLGjRtx//33Y/369bjrrrsMEb+YmBiMGzcO58+fN2QwKYmJiYb0sMuXL3vy0chDaozJj0FOIiIicoc5UKTqxzJQRERERERE5Hf58uVD+fLlkZycjJSUFH+fTrYXHByMPHnypJuZFRYWhvDwcLdeM1++fKhatSoAoFGjRvjjjz8wefJkfPLJJw7HRkVF4dSpU4Z9p06dQlRUVNrjal+pUqUMx9SvX9+t8/EFjwJFBw8exNSpUzFo0CC8/vrr+OOPP/DCCy8gX7586Nmzp1tpU/Hx8YiMjDSeRJ48KFq0qOEYfaaS/jXj4+MtA0VjxozBW2+95cnHoUxQgaK//wbWrAHuvtu/50NEREROmANFYWGyVBNyzI8TERERERFRlrLZbMibNy/yqgl9FNBSU1Od9jSKjo7GqlWrMHDgwLR9sbGxaT2NKlWqhKioKKxatSotMHTp0iVs3LgRzz77rK9P3SmPAkWpqam47bbbMHr0aABAgwYNsGPHDkybNg09e/b0yQm6a8iQIRg0aFDa9vHjx3NU6legUZORAeD114G1a/13LkREROSCOWNIBYqYUURERERERETk0pAhQ9C+fXuUL18ely9fxrx58xAXF4cVK1YAAHr06IEyZcpgzJgxAIABAwbg7rvvxoQJE9ChQwd8/fXX2Lx5Mz799FMAEhQcOHAgRo0ahVtuuQWVKlXCsGHDULp0aXTp0sVfH9OzQFGpUqUcgi81a9bEd999B8C9tKmoqCicPn3a8BrJycn477//DOlXVulZ+vcwCwkJMdQRvHTpkicfjTykMooAIDXVf+dBRERE6dA3FMybF1D3SwwUEREREREREbl0+vRp9OjRAydPnkRERATq1q2LFStW4J577gEAHD161NAL6Y477sC8efMwdOhQvP7667jllluwaNEi1K5dO+2YV155BVevXkXfvn1x4cIF3HnnnVi+fDny58+f5Z9P8ShQ1KxZM+zdu9ew759//kGFChUAuJc2FR0djQsXLmDLli1o1KgRAOCXX35Bamoqbr/99rRj3njjDSQlJaWl28XGxqJ69eqWZeco6+kDRSydSUREFMCuX9fWVTYRwEARERERERERUTpmzJjh8vG4uDiHfQ899BAeeughp8+x2WwYOXIkRo4cmdnT85qg9A/RvPjii9iwYQNGjx6N/fv3Y968efj000/Rr18/AMa0qR9//BHbt29Hjx49DGlTNWvWRLt27fD0009j06ZNWLt2Lfr3749u3bqhdOnSAIBHH30U+fLlQ58+fbBz50588803mDx5sqG0HPkXM4qIiIiyAbvduK0PFAUHy5IzPoiIiMif9uwBzp3z91kQERHlah5lFDVu3BgLFy7EkCFDMHLkSFSqVAmTJk3CY489lnaMO2lTc+fORf/+/dG6dWsEBQWha9eu+OCDD9Iej4iIwMqVK9GvXz80atQIxYsXx/Dhw9G3b18vfGTyBn2gyDwGRURERAHCXIqXgSIiIiIKBDt2AGPGAFFRwPvvA1WrAvv2+fusiIiIci2PAkUA0LFjR3Ts2NHp4+6kTRUtWhTz5s1z+T5169bFb7/95unpURYpUEBbv3HDf+dBRERELpj6QhoCRXlu3gYmJ2fd+RAREREBwCefAPpxof37ZRaqzea/cyIiIsrFPCo9R6ToM4quXPHfeRAREZEL5kBRoULaOjOKiIiIyF/MWc8AcPly1p8HERERAWCgiDJIV0kQhw/77TSIiIjIFVcZRfpAEevIEhERUVZKSJDlhx9q++Lj/XMuRERExEARZUwQ/88hIiIKfOZAUcGC2roKFC1bBpQvD5w/n3XnRURERLnb1auyLFgQuOUWWWegiIiIyG843E8ZNneutv7ff/47DyIiInLCHCjSNxnMo2tVeewYMGtWlpwSERERUVpGUcGCQFSUrDNQRERE5DcMFFGGPfooUKaMrO/d699zISIiIgtnzhi39YEilVGkMF2YiIiIsorKKCpQgIEiIiKiAMARAcqU6tVlyUARERFRALpyxbjtKlCkzzAiIiIi8qZx44DbbwcuXpRtfUZRqVKyzkARERGR3zBQRJnCQBEREVEAU4MwirPScwCQN6/vz4eIiIhyn+vXgddeAzZtAr77TvYxo4iIiCigcOooZYoKFO3b59/zICIiIgvXrhm3XWUUMVBERERE3pKaCkyaJFlEFy5o+9W9iD6jqHx5Wd+5MyvPkIiIiHQYKKJMKVpUlpcu+fc8iIiIyII5o6hyZW3dHCgybxMRERFlVGws8NJLst6li7Zf3ZvoM4puu03WGSgiIiLyGwaKKFNCQmR544Z/z4OIiIgs6ANFt9wCtG2rbZsDQ8nJWXNORERElPPps4hWrNDWr14F7HZjRlFqqqwnJMhjNluWnSYREREJ9iiiTFGBosRE/54HERERWVCDMEuXAnv2APnza4+ZexQlJWXdeREREVHOli+ftq4vhfv118btAgW0cnR2O2ehEhER+QkDRZQp6t6P93JEREQBSAWKwsKAINNtnzmjiBdzIiIi8oZ164AHHnD+mD7juUABIDRU2zb3VyQiIqIswUARZQozioiIiAKYGmxRM3X1GCgiIiIiX1C9iZwZN06WRYrI/UjevNqEFnN/RSIiIsoSDBRRpqiMIgaKiIiIApAabNHP1FUYKCIiIiJfSC/Y8957sqxTR5Y2m9anKD5eStARERFRlmKgiDJFZRRxbImIiCgAqYEaq4wic48iXsyJiIjIG6Ki3DtOBYr0GjUCoqO1wBERERFlCQaKKFOye0ZRairwzjvA6tX+PhMiIiIvS011XXouJcX1NhEREVFGXLrk3nFWgSIA2LgROH7ce+dDRERE6WKgiDIlu2cULVgADB0KtGrl7zMhIiLysuvXtXWrQJH54s1AEREREXnDf/857mvXznFf/fraepMmxsdsNq+eUpr164GjR33z2kRERNkYA0WUKSpQlF0zivbt8/cZEBER+Yi+P4BVj6I77wT69NEu5gwUERERUWalpgJHjsj64sVyf3HiBDB7tvG4p582BofMgSRvDzIcOwZUqADccQfQtat3X5uIiCgHYKCIMiV/flleu5Y9+03q+3hzfIyIiHIUVfYlNNR4wVOCgoDPPgP695dt9gIgIiKizDp9WoI8NhsQEyP3G6VKOWY3T5pkzBoyP67PjPaGRx/VMok2b86eAxhEREQ+xEARZUpYmCztduPE5exCf19qlR1PRESUbZ08KctSpVwfp4JInDFBREREmXXxoizDw4G8ebX9+uzmChUcA0P6YwHvZhQlJQG//Wbc97//Ae+/bwwYHTjAsnRERJRr5fH3CVD2VrCgBFvsduDyZdnOTi5f1tavXAFKlPDfuRAREXnViROyLF3asHvdOmDXLhl/ad8eqMxAEREREXmL+pKtZpUq+uxmq0ks6r5F8WZG0blzjvumT5dl5cpAly7A3LnA448DUVHA8eOSCUVERJSL8MpHmWKzAYUKybo+6JJdnD+vrWfHjCgiIiKn1IzewoXTdp07BzRrJm0B+vcHunWDNhDCQBERERFllhoYCA93fOy++2Q5dKjjY/nyGbe9GShSr2XVs3H7dlkOGSLL+Hhg5UrvvTcREVE2wUARZZqaKJTdAkX//AN8/LG2zUARERFlW19+CWzYoG2npGgXNtVQEMCpU8annT4NbYYvexQRERFRZqkeieaMIgD44gtg2zagQwfHxwYN0gJJgHcDRdeuyTI0VErO6amJMhcuaPvatzces2yZzK5Rn80dycnA779r7+1tZ89K36Xq1SVVnIiIKJMYKKJMUxlFV6749zw81aKFcdtX929EREQ+FRcH9OgBREcD48YBq1YBJUsCAwbI47pAkbncf2oq2KOIiIiIvEfNSomIcHwsIgKoV8/6ecWLAz/8IKnPgHdnoqqgU/78wIcfAt98oz32669yD2R+P7sdaNNGyqjce688Z+pU999z6lSgeXP5vJ4EmNx1333AV1/JDNh33/X+6xMRUa7DQBFlmhp/8mavyaygenwrCQmSYV65MvDzz/45JyIiIo/pmzO/9poMauhr8YeEpK2ax0CSk8HSc0REROQ9sbGybNo0Y8+vXVuW69d753xu3AD++0/WQ0OBvHmBhx8G9u6VfWvWAAcOGJ8TFCSZ2qtWGfd7EvD55BNZ7tsHfP99xs7dFf2/z6xZxowoIiKiDGCgiDJNBYq8mRnuDwkJQEwMcOgQcM89/j4bIiIiN5nryZnpMorM4xtJSWBGEREREXlHUpIWKLr33oy9xq23yvL48cyfT2IiUKOGTKIBDPdEqFYNuO02Sa9+8knj81JTgTvucHw9d+vVb90K7NypbatAlTeZezrNn+/99yAiolyFgSLKtJwUKNLTT9AmIiIKSHY7MGWK62N0GUUqUKSSiJKTwR5FRERE5B3r1wMXLwLFikkQJiNKlJDlmTOZP5/ffpOZoIo+UARoM0TXrnXv9dKbnKP8+adx2xfZPsWKGbfNn42IiMhDDBRRpmXH0nNbtjju273buP3ZZ1lzLkRERBn27bfpH2MRKKpTR5YXLgA37HllgxlFRERElBnbtsny7ru1iSieioyU5enTnj/38ceBRo20Wax//GF8PDTUuG0Otrz8suvX1weKfvwRaN/eOvPJ3ADZF4Ei82smJXn/PYiIKFdhoIgyLTtmFFlNbjJPIipSJGvOhYiIKMNWrEj/GIvSc0WLag+/92tjWWGgiIiIiDJDBS9UVlBGpJdRdPWq4yzV69eBb74B5s6VbB5VHsQcKGrVyrgdEWHcbtjQ8f3695dmxgAQH6/t79wZWL4c6NrV8TnmIM7Zs5YfJcMSE7VglCrxN3o08L//AY8+KtnmzBQnIiIPMVBEmaYmKmenQJEV/T0f4HjPSEREFHDcuVhZZBTpA0U/76sgKwwUERERUWZcvCjL8PCMv4YKFJ0753hvkpgovYXKlTNOlhk1CujWTdtW5eb0gaKWLYHXXze+nr5cW968wJ13Gh+vXBn48EMgKkq2rUrPbdzouE/1JKpc2Xg+rvz6q5TC27s3/WPPn5elzQZUqSLrBw4An34KfPWVBLd69JASxURElGljxoxB48aNERYWhsjISHTp0gV70/l73aJFC9hsNoefDh06pB3Tq1cvh8fbtWvn64/jFANFlGnZMaNIr1cvWZon+aiMdyIiooClZpMOGOA4a1ZRTaFhHSjKE3xzEIEzT4mIiCgzVKAoM7MuVTk4ux2YMwcYORIYO1b2HTkCnDgh2Ubt2mkBk3feMb7GO+9I5tGxY7J98iSwapVh8gwA7cYIkJmjZctK6bqgIODtt7X69CVLyvLcOSnxZs5oMgdk9u2TpcpgOnwYuHHjZnNIC3a7lOv7+Wfg2Wetj9mwAZg2Td5/0ybZFxEB1K5tffzcuc7vDYmIyCNr1qxBv379sGHDBsTGxiIpKQlt27bF1atXnT7n+++/x8mTJ9N+duzYgeDgYDz00EOG49q1a2c47quvvvL1x3Eqj9/emXKM7B4oUveh584Z97MXJBERBTwVKCpdWmbC6i1eLCVUSpdO26XGQ4wl+W2yYEYRERERpefyZSAuTvrz5DENKXkjUJQ3r9SBP39em9UJyKQYcxmQp54Cund3fI2jR4G33tK2w8Ik+8bsoYekZNsDD2izaDZulMCN/rMVKyY9l1JS5PHmzY2vM22aMcCza5csmzeX5sfx8UCtWkCBAtLHKSgI+P574LvvgCeekCCWooJbelu3AtHRsv7338DUqbKeNy9Qt67j8crBg0CTJs4fJyIityxfvtywPWvWLERGRmLLli246667LJ9TVD87E8DXX3+NAgUKOASKQkJCEKUyV/2MgSLKtOwYKLLZ5N6vcmWgUCHrYzheRkREAU8FigoUAPLlMz5WsqQhSARYZxSlDZzwwkdERESu7NqlZSoPGybZPnrqRiMzpecAKe+hsoWUhARgwgTjvr17JeCi16KFBLLefVfbFxpq/T4lSgD//msMIgUHOx4XHCzHxscbX1d54w3J7PnuO8lIOnhQ9jdrph1z4IAs33xTjn3kEdmeN8/4WvqBld27JYNo0iRtnwoSARIk0mWOO7AqlUdERJl28ebECHMwyJUZM2agW7duKFiwoGF/XFwcIiMjUaRIEbRq1QqjRo1CMePMzizDQBFlmgoUmbOvA1lQkIyH/fqrZGRb4XgZEREFvIQEWYaGOgaKLG4uXQaKfvxRBiRq1vT+eRIREVH2p+/H8/bbEvSw2YBnnpGBAW9kFAESlDH3ftiyRe5V9MqVk7Ju6nxq1wZiYmQCjV6Qi64LVplGVkqWlEDRli3avoYNgT//lKCW1YzySpUc9739tuv3+fdfYOJEoHdvyQa6csX5se+8I9lSigqSKeYMLCIiMrh8+TIu6cqQhoSEIMRcptQkNTUVAwcORLNmzVDbWflPk02bNmHHjh2YMWOGYX+7du3wwAMPoFKlSjhw4ABef/11tG/fHuvXr0ew1cQFH2OgiDItu2UU2e1aEChfPsd7SIWtGoiIKOC5yigqXtzhcKvSc3boBkhq1WLjYyIiIjI6dgx46SXANAsacXESqPj0U+P+zAaKrGZox8Q47jt3TgIrgJTCa9RI1gsU0CbTeIvqU3T8uLbvmWeAvn2dP8dVgKpUKemdZGXQIODzz10HiYYOBW6/XdY//xxYsAD46iv53J9/LllOY8dK36Off878fxMiohyoVq1ahu0RI0bgzTffdPmcfv36YceOHfj999/dfp8ZM2agTp06aGIqB9qtW7e09Tp16qBu3bqoUqUK4uLi0Lp1a7df31tcXLWI3JPdAkVJSdp63rzOs9CZUURERAFPBYrMGUV58xpnmN6kAkVFiuh2ujmRloiIiHKRc+e0L/ndugHffgvMnGk8ZvFiCZaYmQNKnkpnNjdKlJDlwYNa1kzFio6Pe1Phwsbtxo2lR5Iza9bIctUqYMYMmYijn8SzbJnx+OHDjds7dji+5syZkgEVEmIMUPXuDSxdKiX/oqIkCKVs3uxYIpCIiAAAu3btwsWLF9N+hgwZ4vL4/v37Y8mSJVi9ejXKli3r1ntcvXoVX3/9Nfr06ZPusZUrV0bx4sWxf/9+t17b2xgookxT93DZNVDkLKOIgSIiIgp4+tJz+qZ7ISGWpVRUoMgwqdTdkitERESUdU6cAKZNA65ezfr3PnMGqFABaNlStteutT5u82YpvWYWGZm590/v3mT1almeOyfLsDBjFtKjj2rrd9+duXNRzMGrNWucn2dkpFaKrlUr4MknZV1ftqROHaBpUyA6Gti6FXj99fTPoVcvOXbrVim750yNGsbt99+XXkb6wRAiIkJYWBjCw8PTfpyVnbPb7ejfvz8WLlyIX375BZWsSos6MX/+fCQmJuLxxx9P99hjx47h3LlzKKUP+GchBooo07J7RhEDRURElC3NnAn89ZesFyhgnL3r5CJm1WO6ZpnLPjpBIiIiyrDWrYFnnwVGjMj6916xQgJUGzZY97lRQRlzHyFAsowqVPDduZ0+LUEPfdZQxYrGoM3o0ZLBc/o0EBvrnffVDx5GRjovTQIA8+db72/YUJYFC0pZunXrJAhXv768/jvvWD/vwQeBWbNkvV699PtJNm0KTJ5s3LdrFzBunOvnERGRpX79+mHOnDmYN28ewsLCEB8fj/j4eFxTFT4A9OjRwzIjacaMGejSpQuKmXoIX7lyBYMHD8aGDRtw+PBhrFq1Cp07d0bVqlURY1VuNQswUESZpgJFiYn+PQ93pRcoUmWEGSgiIqKApmanAo6DFRazN1JStEnJ4eFAjx431wsk++gEiYiIKMP27JHlwoWePS8+3nVvG3ecP6+tf/WV4+MqNfnMGcfHOnbM3HsDxt4+5pJsamKMPljirERPiRLypd8b1MAHAJQv7/y46dO1bCKzzz+XcnUbNsi2zWYMcL3+umQLKffeK4Gu+fOBnj3dP1ebDXjhBcf9w4a5/xpERJRm6tSpuHjxIlq0aIFSpUql/XzzzTdpxxw9ehQnTb3n9u7di99//92y7FxwcDD+/vtv3HfffahWrRr69OmDRo0a4bfffnOa2eRrefzyrpSjZNeMouBguX8yj60VKiQzrvVZ4URERAHNfDGz2x0O0Y8ZhYUBakJTss1LAyhERETkHYsXa+v6AIWZ3S7Bh9KlJcvltttkf4MG1iXh3LVvn7Y+aJDj46+8ItlOZirrJbN0M7Tx1lvAxo2S5QRo9zz6rKV69bzzvq7oB+22bNHWR47Uglnvv++6b1G5chJIcqV+feDsWblZ0/efzIg335QfvVWrJFuNiIjcZrf4fm0WFxfnsK969epOnxsaGooV6toWIJhRRJmm7tMuZ5PKNSpQlOdmmFTf0kG/zYwiIiLKNpzVUdVRZedCQuRHXQdT8rkYgCIiIqKsd9992rqrQNGCBRKY6NIF+Phjbf/Wre5lFe3fb32cs55EAPDee4B5ZvQjjwDLlmnpyplVq5ZxO49ujrPKwNEHihYs8M77uqL/76Af9NN/5iZNvPNexYplPkgEWPcxWrIk869LREQ5EgNFlGm33CLLnTuzRxaOChSpDPR69YyTpFRZHgaKiIgoYJlnJbmqk3+TuT9RcLAsk/Ok/1wiIiLyE3P5mR9/lC+xW7cCmzfLvhs3HAMLzsqxKatXy5f5//3PuP/YMetspNatgeeekx9zObcZM4B27Yxl1DJj8GDJ0lE9kPR9GJWXX5ZzGjIEKFPGO+/riv6/w2efaev6nhNZkdnkibJltXU1I1afrUVERKTDQBFlWs2aMpH58mXgn3/8fTbpU72U1H2ezQZMmKA9Xr26LBkoIiKigGWu9+pqtvFN5kCRmpybnMc/9Y+JiIjIDfrSHVevAp07A3//DXTqZOwRFB9vfN7x465f9/XXZTlvnnH/3387Hlu3LrB8OTBliuPklLx5rQM5mVGkiJScq1ZNtp9+Wma4dO+uHRMRAfz8MzB6tHff2xn9rNiHH9bWCxUCVq4E4uIcy5X4W8uWwIMPAqNGASNGyL6EBP+eExERBSz2KKJMy5NHSiCvXStBo9RU700k8oVz52Spn/gDALt3y4SlX34BNm1ioIiIiALYpEna+l13aU2lLVy8KH2lVXW6sDBZppWey8PSc0RERAHr4kVtfccObf3sWeDQIW170SLj89ILFOknmZw9CxQvLutWpejWrTOWfwMk42fsWMlM8rU2bSRg5sbEGJ9RpUkAx8DYPfdk7bm4K29eYP58WZ8yRZbMKCIiIic8yih68803YbPZDD81atRIe/z69evo168fihUrhkKFCqFr1644deqU4TWOHj2KDh06oECBAoiMjMTgwYORnJxsOCYuLg4NGzZESEgIqlatilneaohIPlOlirZ+4oT/zsMdzgJFNWrI5CxVioeBIiIiClhqFjAgM1jVDA1Vi17VhYVMIv39d5nsCliUnjPPG8oOdWSJiIhyC32gaM8ebT0xUe4BnDlyxPXr3rihrZcoofWuUe/XqZMEGWJjrTOG3noLuHABuOMO1+/jLaGh/p2RWqqUth6UDYvzqBlDWdHPiYiIsiWPM4puvfVW/Pzzz9oL6GaVvPjii1i6dCnmz5+PiIgI9O/fHw888ADW3myEmJKSgg4dOiAqKgrr1q3DyZMn0aNHD+TNmxejb6YLHzp0CB06dMAzzzyDuXPnYtWqVXjqqadQqlQpxMTEZPbzko9UquTvM3Df2bOyNAeKFHXPx3EyIiIKSOaSIfpBk9hYYNw4qdd/k7mCjENGUapp0CUpybEfAhEREWUN8xfRhATg228lUKEPFDlTu7ZkHh086Pq4kyeN2506SQ/ECxdku3BhKVvmihs9EnOMp58G/vpLyqhkR/qZsGfOSHCQiIhIx+NpEHny5EFUVFTaT/Gb6ckXL17EjBkz8P7776NVq1Zo1KgRZs6ciXXr1mHDhg0AgJUrV2LXrl2YM2cO6tevj/bt2+Ptt9/GlClTcOPmbJZp06ahUqVKmDBhAmrWrIn+/fvjwQcfxMSJE734scnbXnxRWzcliAWc8+dlWbSo9eNqhvW33xqzy4mIiALCvn3OH6teHfj8c0NGkRrvUVSv67SMIvN1mxc/IiIi/zGXfktOBh55RErN/vFH+s+/7TZZHjggyzfeADp0ME40sdsdA0WABEK2bJH1yEjPzz0ny5cP+PRT4+BHdqL/7331qgQkP/5YavD/9ReweDFnyxIR5XIeB4r27duH0qVLo3Llynjsscdw9OhRAMCWLVuQlJSENm3apB1bo0YNlC9fHuvXrwcArF+/HnXq1EHJkiXTjomJicGlS5ewc+fOtGP0r6GOUa/hTGJiIi5dupT2c1nf8JF8LiJCm6Ec6IEilUnvrJ2DGjg7cgSYPTtrzomIiMht7swm1rl+3bitJgerjCKXgaKEBJmZ/Mwznp0jERERZcylS84f27RJlj/+6PyYFi1k+ccfEhwYPRr46Sdg8mTtmIsXHW8QAKB+feCbb2S9Vi1PzpoC3b33autXr8r/E/36yX/ne+8F7rtPBkNWrgS2bvXfeRIRkd94FCi6/fbbMWvWLCxfvhxTp07FoUOH0Lx5c1y+fBnx8fHIly8fChcubHhOyZIlER8fDwCIj483BInU4+oxV8dcunQJ11w03RszZgwiIiLSfmrxpibLOZ2ZHGD0mfRW9OWGb1ZNJCIiChx793p0uHkcSJWod1pqVR8oWrwY2LkT+OQTz86RiIiIMkYFivLmdXxMTYi99Vbr53boAHTpom13766tz5+vrd8cf0FEBHBz8q8D1feQcoZGjbT1K1eAXbu0bX2j6ZgYoGFD1wFLIiLKkTwKFLVv3x4PPfQQ6tati5iYGPz000+4cOECvv32W1+dn9uGDBmCixcvpv3s0l/0KEs4nZkcYFRGkbNAkcrQB4A6dXx+OkRERJ7JZKBItRNQEzwcAkX6C7ndbr1OREREvqG+sN4s82+pdGnj9oIFkgW8ZImxdMaaNdr61q3atVyVIStVSgJCd9/t+B7OmvpS9lW7tiwvXQJefdX1sYcO+f58iIgooHhcek6vcOHCqFatGvbv34+oqCjcuHEDF0yF8E+dOoWoqCgAQFRUFE6dOuXwuHrM1THh4eEIddEoMSQkBOHh4Wk/YaoOGmWZ7BIoUv+LOis9p6/oowbRiIiIAsbZs7K02YBVq9I9PDHRuG3OKNL3NgZgzChSF3fA2NuAiIiIfOPff2VZoYLzY/LnB0qUkPVOnYCuXbWZIK6oL8NqduTNcZi019JzFaii7KlgQVmOH5/+sYcP+/RUiIgo8GQqUHTlyhUcOHAApUqVQqNGjZA3b16s0g1Y7N27F0ePHkV0dDQAIDo6Gtu3b8fp06fTjomNjUV4eHhaqbjo6GjDa6hj1GtQ4FJjSQ4DTgEmvYyiUaO09awOep09C2zbxknbRETkwtWrslywAGjVKt3DnZWeU5MhEhKA4x3/px2gDxTpqQsoERER+Y4aoK9Sxfrxhx+WZVycrL/2muMx771n/dxhw2T5xReyVPcRffo4HmtqCUA5gJot+/PP6R/LQBERUa7jUaDo5Zdfxpo1a3D48GGsW7cO999/P4KDg9G9e3dERESgT58+GDRoEFavXo0tW7agd+/eiI6ORtOmTQEAbdu2Ra1atfDEE0/gr7/+wooVKzB06FD069cPISEhAIBnnnkGBw8exCuvvII9e/bg448/xrfffosXX3zR+5+evCqnZBR16KDde2dl0CsxEaheHWjQAJg6Nevel4iIshG7XWugp2aFpiO9jKJly4CyS6ZhL6rJDn2gSJ9FZK5Vf/CgNEE+dszNkyciIqJ0nTsnS2eBmooVZVmrFvDNN8Addzge4+weYdYsYMcO4LffZMaIChC1awe8/bZ23MMPAzfHaCgH0f8/1bw5sHCh82NZeo6IKNfJk/4hmmPHjqF79+44d+4cSpQogTvvvBMbNmxAiZtpyhMnTkRQUBC6du2KxMRExMTE4OOPP057fnBwMJYsWYJnn30W0dHRKFiwIHr27ImRI0emHVOpUiUsXboUL774IiZPnoyyZcvis88+Q0xMjJc+MvlKdgsUOcsoAgBVuTArP8uxY8B//8n6zp1Z975ERJSN/Pijtl6okFtPcZZRFGSaLrS40KOofuVN54Eic+k5NdM5IQGYOdOtcyEiIqJ0qAze8HDrx9WF3BVnxzz+OPDJJ7LeubOx19HQoUD9+kBsLDB6tNunS9mI/uZv+nSgTBlt+4kngC+/1LaZUURElOt4FCj6+uuvXT6eP39+TJkyBVOmTHF6TIUKFfDTTz+5fJ0WLVpg69atnpwaBYDsFihyllEEaOV4sjKjKD5eW798Oevel4iIspH167X1DM70VS0MzH340sYO9IEifeO+a9e0dX0/SVN/SiIiIsoEFShy9oXV00DR2rWSQfTaazIzccUK2f/MM47P69hRfihn6tUL+OEHCQRWry77Nm2SST+1akkt/JIlJfOMGUVERLlOpnoUEellh0DRjRvAlSuy7qo3pz8+i37MzVWgKCFBJpHbbMCAAexnRESUq5w4oa3fzChKSQGeflomhrrDWUZRsJo+pA8U6WvY6wNF8+Zp61WruvfGRERElD5V6tVZoMid0rP6EmNRUVoW8vz58vplywKtW2fuPCn7adFCgoXPPqvta9wYuPtuoEQJ4KefgJdekv3Hj/vlFImIyH8YKCKvyQ6BIlXuOSjIvYyirPws7mYUffaZ1sf8gw+Af//17XkREVEA2bZNlm3bAjVqAAAWLZJrQ9++jodbZcY6zSgKvnlbqAJFW7YYa6GqQNG+fcCgQdr+QL7wExERZTfplZ5z1rtIr149bb1UKcdytU895ThjhHIHm83146oc4blzjo0us8rOncC6df55byKiXIx3BuQ12SFQdPasLIsVc31frD5LVpaecyej6OuvJYtIz9wygoiIcqjr14Fdu2R9xoy03fqJBmYqi1YJCdECRObrYFDwzYGDpCTgxReB224zHqAuOOZ+RIF84SciIspu0is9V7Zs+q8RHg5s2CCD7aGhEjjSBwheeSXz50k5U5EiWnnjkyez9r1//hnIlw+oXRto1gz444+sfX8iolyOgSLymuwQKFIZRcWKuT4ukDKKduzQBvpeftnxeeYm5URElEPt2CEzGIoXNzQf1leKM5cjVWNNisomAqwyinSBokmTHN9fZRSdOWPcn5WzKoiIiHK69AJFNzOK03X77UB0tKzXry/X7+RkuVnQ3xAQ6dlskoUGGEseZ4V77jHe2G7YkLXvT0SUyzFQRF6THQJFKqPIVX8iIHAyirZuBerU0e7vraoMMFBERJRL/PmnLBs0MMwK1n+fNl8TzIEifW9rh4yiPLpAkZ7qhaACReYnBvKFn4iIKLvR9yjaswdYuBB48knZN3686xrqrhQr5jhLhMiKKj+X1RlFZn/95d/3JyLKZRgoIq/JDoEidzOKsuKzzJ0L9OgBvPuujMnpM4qOHZPJM7//Lts7djgv0bt0qe/OkYiIAsiePbKsU8ewW18+XvWwU9RYk+IyUKR6FJ0/b3xADUipQJE5+hTIF34iIqLsJDVVu3iHhwPVqwNdugAffihfCgcP9uvpUS6hAkVZnVFkNmOGY7o8ERH5DANF5DUquGKeiBxI3M0oUhOtfJVRdO4c8PjjwJdfSnnoOXMcK/m0bg3cuKFtf/utFkzatEnbP2qUb86RiIgCzOnTslTlQG7SB4PMgSJXGUVOS88dP258wBwoMgeSGCgiIiLyjitXtIFxfeZQgQLArbf655wo9/FHoEjdZ5odPJh150BElMsxUEReo/od6mc2e8MXXwDt2jkOdmWEChRlJqPo8mWgbVvgf//L+OQWldmkfPKJ4/1PQgIwfLi2ffCgdp9WtarxWLaHICLKBdSMghIlDLsvXNDW08so0rckMGcUpQbnlZVjx4wPOAsUtW4tSwaKiALfpk3Ajz/6+yyIKD3qwp03L5A/v3/PhXIvf/Qo+uUX6/2q9DIREfkcA0XkNeo+NiHBu8Ginj2BFSuAoUON+1NTjRk37lABmsxkFK1eDcTGAp9+Chw96tn7K6oHkbJxo/VxCQnauio9V6IEUKSI8Tj9ICEREeVQqk58ZKRh95Ej2npmMoqSbTcDRellFP33nyzVxZSzFYgCW0KCNLXv3Bno39/fZ0NErqgLd0SEoR8hUZYqXFiW5hlHvrRypSwjIoB//gGeflq2t27NunMgIsrlGCgir1GBoueflwkoqkKOt3z0ETBlirZ9552SWWNu3O2KNzKK1PgYAOzd6/57640d6/wx1ZfITAW5qleXpX6CmfpcRESUQ924AezeLeu1aqXtXrRI+14NSMUaPVeBInNGUVLQzdRgc6BIDRaYM4pUwIoZRUSBTT8bW38zTUSBR124w8P9ex6UuxUsKEvzDCRfUtlLo0YBt9wCNGgg2wwUERFlGQaKyGv0gYvz5yXjxtv69wdWrZKxqvXrgX//Bf76y/3nHzoky7JlXR+nZlnHxkrP0J07tcf02TsZzcResMD5Y7fc4vq5KlD0wQfaPjXJnIiIcqizZyUgExQElC+fttt8rfWk9JzTjCJnpecSEiSdVwWKVAk8lgQhCmyHDxu3PU3JJ6Kso88oIvIXFSiKjXVspuwrqiFz0aKyVIGibduy5v2JiIiBIvIecwnlf//1zfu0aSPZRYp+0MuV5GTgwAFZr1HD9bEqo+jkSaBOHaB2bS1zSd/D29xryBvS+06gAkVPP621h8hoCTwiIsomVMQnPNxQiiZvXuNh6QWKVD9BwDGjKDkon6yYZx+ojKJly4DfftMa9BUqJMvDhz1L7yWirLVjh+ttIgoc6sLNQBH5kwoUAcBDD/n+/QYP1kqrqECRGrSJj5dSdERE5HMMFJHXmANFiYnA119LGboxY7RxJW/Ql25LSnLvOYcOybGhoelnFOkH0hR1z64PFA0eLGV/ACm1N3iwe+XoqlWz3v/BB0C+fMZ9lSppY3GAFigCtEnlvgrKERFRgPj1V1mamtKFhRkPMweKzPEbV4GiJJsp6qSowarTp4EWLaxfPCtLkxCRZ1atMm5v2eKf8yCi9DGjiAKBfgBizRpZ7t3rm+yi1auB997TtlWgSP87UL060K4da+4TEfkYA0XkNeYAh90OdO8uE0Befx3Ys8d776XvE+TuJGYVwKlWzXFwzMwc9AK0vg/6QJHdDtx/v6y/+KLc3zRpkv65qHYO+jJzd9wh/Z3MPUsbNHAeKCpXTpYMFBER5XD/+5/lbvP1yhyvSUx0frxj6TnThVxxNlilvwCb34iIAsP581pg6IknZMlAEVHgYo8iCgT6jCIAWLJEMnzuvBMYOFBmrL79tta/MjNWrzZuq4bS5oGRFSuA8eMz/35EROQUA0XkNar/j5KQYNz2VR8dd8emVKBIH2hxxiqj6PJlYORIYM4cx8dSUoBNm2T90qX0s4rUhHDVBxyQQJGyaRPQsyfw4Yfyoy8dVLmytq4CRSw9R0SUO5lbjZizbF0FisyTJlKDTJEjRfUiMtNHpbwxUEBE1uLipPTP/v2ePe/kSaBKFZnZVKsW0LGj7GegiChwMaOIAkGRIsbtTp1k+c8/wOTJMlN1+HBg1KjMv9fbbxu3VUYRALz/vvGx//6Tfpl6N27IQM3mzZk/FyKiXI6BIvKaHj2M2+oeV/FFPx/A84widwJFVhlFJ08CI0ZYH3/+vDHo07evY6BMSU3VAkX6/krt2mnrjRsDs2YB/fsDpUsbX0vfj4Kl54iIchnTxdYcKFIZq84ed5VRlGrLY/2e+rRWPX2gyJ89io4dAw4e9N/7E/lay5bAggXAjBnuP2f7drmJVKnwrVsDjRrJ+t9/yywnIgo87FFEgUA/uOHKkSOZex99qRhF//++ClApM2bIDaz+eR99JAM1jRtn7lyIiIiBIvKe9u2BDh20bVMbhQyVk92wIf1jsipQ1L698+PPnjVOuvn1V6BhQ+tjL1/WJsHog2mtWzt/fdVHvGRJ435mFBER5QLXr2vlN/Q13OGYMZReRpGrHkWpNicZRfpZDXrPPGM8R39ITZULe5UqrFtPOc+kScBbb2nb27a5/9y+fY3bzz2n3TjeuCFlhLzZQJSIvIOl5ygQOLv3M5s7N+PvcfiwVmZOadjQeIPqLGD6ySey7N0beOklbf9LL2WPa9u//wJ//unvsyAicsBAEXmVPkv49GnjYxnJKNJn2Tgza5Y2ELZkiWzPmuWYeax6JGW09Jwr58459oXYu9dxwA7QAmghIe6X45s0ScbA1P2QUry4LC9d4sRQIqIc68gR+dJbsKD2hx9ShWrRIllX3+fN1x1zRpHLQJFV6blRo5wPFtSrp134/VV67sgRLe3WndklRNnF7NnSAPPNN7V97mYYXLgAbNyobXfoIL0l9A1Fu3QB1q/3wokSkVex9BwFitdec++4jM5arVRJW8+TR5pC669dgNz3tm3rOGv39delXv+sWcb9778PbN2asfPJComJkhVVvrxk+f72m3ded+lSaXhtvvEnIvIQA0XkVfpysfHxxsc8neh76pRj+TorixcD774rgaBOnWRSSe/ewF13aZNJLlzQAlfVqqX/mubSPek5e9Y6a9qq/JyqAFKkCNCggaw7a/+g9OwpA4KdOxv3h4Vp61euuH++RESUjagmgJUrGxr73nKLdojqOZxeRpE+5mO+1qXaTbeF334LvPGG61mlZcrI0l8ZRbt2aetduvjnHIh84cMPHfdZpbxbGTVKboJr1AB27ADmzbM+7vDhDJ8eEfkIA0UUKMaMAR59VNvWZ7nVqaOtHzuW+fdKTpab2TymMsg2G7BiBfDTT47ZS+++a/1aO3dm/nx84eOPgQoVgKee0vbNmSMzjr/6CjhzRnpAeZIRde2aPL9jRynB98MP3j9vIgIAjBkzBo0bN0ZYWBgiIyPRpUsX7E2nQf2sWbNgs9kMP/lN9/N2ux3Dhw9HqVKlEBoaijZt2mDfvn2+/CguMVBEXqXPkDEPTpkzivbsAbp1A5Yvt34t/djPp5+6ft9Fi4Ddu437rl3TzkH97pYq5V4Wv6fjXefOaQEgPVeBosKFgWnTgJdfzvgk6JAQ7V7q8uWMvQYREQWwlBTghRdkXT/z0sRZoMg8sVD1tgMcr8up502zM1RTvAIFHN9QBWXUja63A0VLlwKDB2vpsh98ID1azPQ3Cykp2aPcCFF67HYZLDJzZ6bw4cOSig4AEyYAt95qvPnt2VNb92dvMSKypnoUsfQcBQJ9abiqVbX1Nm209WbNgPnzPXtdczmWiRPTf86jjxqP098X3nqrth6IAyNnzgD9+slsaL0jR+T+/tFHpS9U9epyz5s/P/DQQ9YlapRhw2RQSZ/5pSaXEZHXrVmzBv369cOGDRsQGxuLpKQktG3bFlfNf89MwsPDcfLkybSfI6bebuPHj8cHH3yAadOmYePGjShYsCBiYmJw3U/36QwUkVc98ojzx8wZRUOGAN98AzzwgPXxapJjTAzw9NNAdLTxcX2/ntq1pcyrmQrUeNKfCDDeZzijLxl/7lzGMopKl5aJMJUru3deZjabllUUiPdDRESUSV9+CagZRVWqOD2sUCFZppdRpL+W1qhhfMxpoMiqobEq9aGyjbxZeu7KFZkZ+d57kgnx66/AgAHWX5j1gSLAvVRkokB36pT1jZ07v2e//SZB06ZNgXvvdXx85kythI+rL6CbN8sfjDVr3DtnIvIO9aVSX9OdyF+CdWWJhwzR1nftkvsy5eGHgePH3X9d82zh/v3de97zz1sPnvz0kzZAtGOH++eRVVSWU4UKxgysFSskiKQ3cKDcwC9YYOy/pHfypGQP37ghmURKXJw3z5qIdJYvX45evXrh1ltvRb169TBr1iwcPXoUW7Zscfk8m82GqKiotJ+SusFsu92OSZMmYejQoejcuTPq1q2LL774AidOnMAiVWM+izFQRF7Vp49MALZiDhSpa+W1a9bZymoyVeHCsly2zBhUqlwZ6NpV1qOirANF6vu0p4GiypUdy+Oavf66FlA6edJxUgxgHShSPYqKFHHvXNLDQBERUQ6mb7jXqpXTw1SFGmcZRVOnAtu2GSdZVK0qGa3du8t2arPmxierQJFV+Ru1zxcZRZ9/rq1/9BFw993atjnLwhwoSif9nyhgXbwIjBghs4uHDbM+xp0vjKo5dpMm1o/bbNoAtKvf28aN5Q9Ev37pvydRTrNwoZRf9QcGiiiQ6G8sO3TQUthr1ZJZr3oDBrj/uvqAxh9/OJaccyY42Lp3UvnyWjm8qVO12bnffSeDNv6+lk2fLsvataVss7vl8b780nr/8OHW+/fv9/zciHK5y5cv49KlS2k/ieaZlk5cvDlBsWg61+srV66gQoUKKFeuHDp37oydut//Q4cOIT4+Hm10WZoRERG4/fbbsd5PvUQZKCKvCg6WPkFWzp2T+4yDB2VbjT8B1mXYVeBDBUIiIowDXMWKaf2Gjh2T+3kzc0aRefa0K02aGMeqzPLk0QbX9OUj9X2ErCZ+qoBWVJT75+KK+jfxZAIPERFlEyow8sor8gXdCRW32bXLWJ1KXQfr1wfq1XN83u23axMzUytWNs5c1F+ov/pKshDq1QPGj9f2+yJQtHq1tr5pk/ExfZ3XpCRt1qg6j6ZNHct6EGUHb74JjBwJVKyozS4uXFhmTi1Zoh2nmm7a7dYzrdSXyoYNnb9Xer+327Zp64Ha64HIVxITZXbiI4943mQ3s5KStNmS+pJfRP6iSgADUvd++3YprfLGG0Dx4sZjf/nF/RLAv/0my/nzgdtu8+ycVBq98txzstyzR9t3333A338DDz4oN8fTpnn2Ht50/LjWK7BWLW0Z5MZw7IULxv8GgJZtBDiWh+bsYSKP1apVCxEREWk/Y8aMSfc5qampGDhwIJo1a4batWs7Pa569er4/PPP8cMPP2DOnDlITU3FHXfcgWM37+Hj4+MBwJBlpLbVY1mNgSLyOnPP67vukuXZsxJEqVJFMmz1409W9xNXrshSBYoAbQILIPcH6nvu3LnAgQOOr6EGyFQgRwWW3NW7twR79Oegp+6N1OsXLiwBKzXoZpVlpMb8PD0XZ9TrWJWyJyKibE7NdOjUSTIBnFCtDFavBp55RttvnnRhRX1PTU0FUKKE9oD+Qt2tm5T12LbNmDrs7dJzKSmuy2boZ7auXi0X+vBwoGZNbf/vv3vnXIiy0vffa+uqGfUXX8gv7z33aI+VLCnZR+PHA+XKSQ3jxYuB99+XwSiVEq9/jplVoCgpSRpsf/aZMVAESKkfBmApt1CBGsCxmZ+vqckQNptWVoPIn1JTtfWgIOmnM3y4BDLNAZvz57VBHFcuXpQgDiD9jTyl7981dy4wZYqsx8Ro+3//XcviAeRzWJV7yQoqKAYYS+z17u3e81VJGmX5ctlXpoxkIMbEaNn3+kCR3S7Bs+TkjJw1Ua6xa9cuXLx4Me1niL7MphP9+vXDjh078PXXX7s8Ljo6Gj169ED9+vVx99134/vvv0eJEiXwySefeOv0vY6BIvI6c6Cofn1ZXr4s5eMAGW/Sj3dZ9clWJdH1g1v6sakCBWRSiyvqXkDdc1u1WUhP/vxSzr1JE8f79VKlZKnG8YoUkc+lAkj66/TPP8vYV2bOxYqabKb/TkNERDlAQgJw9Kism2qn6r+3A8bqcDNnauueBIpSUmC8iOsDRc54O6PowAHHL8R6Q4dqWU8qs6JJE+M/CGdTUnZz9arUMTa7805Z5sunpbEDUkpHld555RWZOf3SS0DZsrKvaVPHkkB6Vr+3X3wBzJghjUHNdaQ/+sj9/hFEgeTTT6Vs6+bNWllGK9u2yYSDEiWMpS70Way+duIEMGGCrBcubOwNQ+QvrjKE9IEiNbjjzqDEF1/I61apog2oeKJMGW1df617911gzBhtn753D+C/CQ/r1snyhRekRJ4ybZrMMFbXemdOnJBlXJxkSKnsqIcekgGx5cu1UplXr2r3xB9+KH/XJk/22kchyonCwsIQHh6e9hOSzkBz//79sWTJEqxevRpl1b23m/LmzYsGDRpg/80ykVE3S02dMv19OnXqVNpjWY2BIvI6c6CofHnHrNoLF4yTFdWEEr2//pJlvnzaPn1wJV8+675EeipQpJZWASl3dO0qEzTN5XDLlTNuq75DapKL6ql94YJUDLrnHq1sbEbPxUz9DXOzjCYREWUXKl21aFGH8h768nKA46ROdYw6zu2MIv1FV7/ujLcDRekNMKxbJ5kTR49qx4aHG28Q/JSmT+SRq1dlALtVK2kQnpRkrEtct66xoeUdd2jrffq4fu3773f9uNXvrRrIAqzLbakyNxR4ZswABg1yv+RTbpGSAvzvf5J92rgx0KiR8+vD9Oky8/7sWWMWgrnJvC/16qWVdvVWM1uizDLPTNJr21aWJUtq/8+6Eyh64QVZuijX5JI+2KJKuQByDq+9JmUjrfjr/lCVhNVfxwHpZXDgAPDrr9q+8HCgQQMp9ayO/+47WT71lKwvXy7b0dHG5ynPPSfPVz2jXn7Ze5+FKBez2+3o378/Fi5ciF9++QWVKlXy+DVSUlKwfft2lLoZJK9UqRKioqKwatWqtGMuXbqEjRs3Ilr/O56FGCgirzMHigoXTr8X5w8/aL2LzK+j6+llEBIC7N7tuH/MGO0+JSFBMpNU1YDMBmcGDpSJKiqwpb9HAbTPqWZ2q/uk3btlsC45WRv381agSI3jmQcNiYgom1P9RypUcCg7Z54coO9d26CBLPWJNW4HivRZRO5kFHm79JwqWVKjhrGBr3lm1+7d2gcMDwc++EB7zFVGElGgmDVLBrBXr9YyGO65R1LQ77pL+oLp6WtKpkdffseKugnV10jW93ZQ7r/fOJDH363Acf06MG6cNIF/6ilg4kSp7U3CbrcOqDpr9K7/UqkfTFaZq772/vtAbKy2bZVhSOQPrgLQ5csDhw5JeRXzTFmzDz4AOnY0/g4+/XTGzqloURmY6dfPceYuANxyi3FbDc74K1C0a5cs1Q26mc0mGfOA9DLavBnYulWCx4D0hPrmG8em1PrXCwnRykd/8olxJravylhevsxBKMpV+vXrhzlz5mDevHkICwtDfHw84uPjcU33PbhHjx6G0nUjR47EypUrcfDgQfz55594/PHHceTIETz11FMAAJvNhoEDB2LUqFH48ccfsX37dvTo0QOlS5dGly5dsvojAmCgiHzAHCgKD3fdB7RCBRmcWrtWtu122VaTHE09vVCliiwfeQR49lnH13vtNZmECci4VYsW2mOZDc6EhMiEjDp1ZLtoUePnVQEqdS+ivk+r0nR6zCgiIiKX1ACV+UIIx7/5PXtq6yrwo76rFyggkxadyVSgyNsZRfoGhY8/rpXe0fcgAoB27bQ037AwCSyNGCHbzgYpiALFoUPWM3xfew1o3VpmOamG10qePBIUUDfCrtx6q+vH1aCR+l1JTAS2bHE8btAgaVyuBp8OH07/vcn3pkyRLyCvvSalNxU1G42Ar78GZs923K/PFtJzlgWRFaWqkpOBV1/VtoOD088aJMoq6WUqVqwogx8qUOTsd+mNN4ClS41BnHbtMn5eEydKaTmr/p2qXw8gPZBatpR1bweKkpPlBlxlAlo5f14rb+OqzN7IkXJ+HTrIjbnNZpyV3K2bsU9nuXLG+wGbDWjf3vq1L1yQfytvBXVSU4HRo+W/+X33eec1ibKBqVOn4uLFi2jRogVKlSqV9vPNN9+kHXP06FGc1E32OH/+PJ5++mnUrFkT9957Ly5duoR169ahlu4+/5VXXsHzzz+Pvn37onHjxrhy5QqWL1+O/Op7dhZjoIi8zipQZL5+6K95FSvKMilJ7kOaN5fKAOp6ap5EvGWLlKWLjpaScFZUEMZ8n2I+t8yy2YyTWMwZRUOHyuQPXwaKmFFERJRDbd8uy3QCRUeOyMT/MWNkW/WsVdm0qpedMwEZKFK19M6elZnVrlKT1SC2eZYGkb+dPy8zbg8e1G5KT56UzKHr16U0TL9+8v/uX385BofMbrvNeUaE/mbbVWQYcPxdWbvWMfpcvLjWN0GVvuTvVmB46y3r/aqnXW63dy/w6KPWj33xhfV+Z73t3njD91kIZ85oF+74eAlO6bNkifzJVek5PXNJFTN1f6cULeq7Ply1akmw+OWXJWNXTY7wdg/LZ5+VvymvvmqdfWi3azOMAes60YrN5ni/r+5vlZQUuR5v2SJZR+b+Dp06aett28rkEuX5551fOzw1dar8bQQkk3XjRu+8LlGAs9vtlj+9VPYfgLi4OMyaNStte+LEiThy5AgSExMRHx+PpUuXooEpu9Bms2HkyJGIj4/H9evX8fPPP6NatWpZ9KkcMVBEXmduaRARofXlVPTBH3VPkZws9/Vr1xr7F5mDqBERWsaQeQKJKt+qgjCbNhkf93agCDAGvVRpH32J2G7dtECRvoUCM4qIiMglVdO8Rg2Hh9Tf/LAwuQ7ZbMDtt8u+5GSJMalKUj4NFPmq9Jz6Ml24sPRtcXUu//ufLNUNBTOKyJ9u3JABmb59ZeZ0eLjM+q1fXwKf99wjPQkqVZLZ1R99JAEYdXPriTvukN5BM2ZII+vp04F//kn/eWrQTAV+PvlElnffLef8+uvGsjXeDghTxiUmOu+bs3Nn1p5LoDI3lU2vfNz+/a5/bwYOzPQpuaSylkqWlJ9ixayzJIj8wd3eZ64yilJSHPdVqJDxc3LHI49Iz4AGDbR7SnOwKjOuXgU++0zbnj/f8Zjly7VycQ0bev57bVVWr2JFeS39wJKi72dStqxMLtEHj0aPBh57zPFanpwsWfyuMqOUpCRjBiSglc0johyBgSLyOvP1LzwcqFoVcFZeUY39pKRo5ef03M22mzIFeOABWVdBGH2pZyD9CZYZob9+q/dVY1WKChS99Zb27+NqQoknmFFERJRDqUFcFQHSUYEi/cQLdY3buVPGnHv0kO1slVGkPrN+xoWrc+nYUfuyzEARBYKPPpKf6dO1tD5Ays2VLSu/oKVLSy+iMmUy9h5r18qN9Zw5kl7/5JPyx+Cppxx7M1hRGXrx8cCJE8D338v2Bx/IgPk77xhL5Fj9nicnS38lfSkc8r0TJ5w/tmwZvxAA0ttDr2hRLUOnYUPH4z/+WFu3mlXoq5J+R47IQLaa2Vi2rG/ehygz3M0octWjyKoH3nPPZfycPFWwoCy9GSgyl2vt3x9YudK4TwVe8uYFfvzR8/coUUKCTXqusqJKl9Y+a716sjTPJp43z/E8N20C5s6VAJBVGVq9+Hhjf0NA7mcy8vmIKCAxUEQ+p65VlSpp+/TBJJVxnJwMrFvn+Hxz6Tmz2bNlMOxmLzAAWsBGX0rdnNXkLfqgkLNAkepf2K4dMGkS8MorQOXK3nl/ZhQREeVQ6sugOWgCre+2PpHH2WSI9DJYDYEifRkLfwSKnNXLc3Yu+psLBorIn1JSpNTLSy85P0bdrC1ZkrkbwTvuABYuNP7/74k6deR3/fhxYNQouQlv3tx5VpPV7/mzzwKtWkkJmvT88QcQF5excyUjNTtdfcEye+edrDuXQHTjBnDsmKwPHixloYKDZdYiYJ0dsWOHtm41g99XmXRDh8qXQpUVazEphMjvBg+W5eOPuz5O/W0aNEgmHMyZI5MQ9u0Datd2PP6JJ7x7nq74IqPo559lefvt2r2zroE9rl7Vrnv792d8YkhMjDGDR9+U1MxmA374QQa++vZ1fpy595qunwpef931+egzxvr319ZXrXL9PCLKNhgoIp9T1S302cX6QJEa2EpJkfLsevnyOZZeNevRQ4JF+pJ35nKusbFyz+IL+ownNRhnMaYHQMoDvfACMG6c9yoKMKOIiCiHchEoeughWeon9TkLFJlLwpoZAkV6/ig9999/smSgiLKb2bONqez33Qf89JMMTP/2m7a/Rg0pheNPhQppA2cq0KMf8DFTN7vdu0tprO+/10ruuBpU+u47ueFt0kSaietrS1PGLF0qy5o1rR93J3CXk+3fL18qCxWSL1xqMFpdq6yCPipLa/Ro7Yurni++ZP33nwyk6zlrRE/kT3XrSnDAWX8vRf97Ur26/O517QpY9dlo2TL92cDepK5306c7Zhy6IylJruNqsse+fcDbb8v6Qw9pQZLt27Vj1MSnvHmtA9CeGDFCAkD79jmW1jRr3VoGvtR1e+xYCZRPn671GzSX49T3YVu9WguoWwXWVamcypWl/5Mq6eNs8gIRZTsMFJFPNWyojds4K0OrBraSkx2zWDN6/2DOZPblBC39OarvIOaMIkDGstILemXm/ZlRRESUg9jtWqBINcBLh7OewO4Gir76Cpi+Qtd4L70nAt7PKFKBIlUaS9EHimrV0tb1NdrVAB8DReQPixZp64sXy6COGvht1kxmNjVtGjhNn/U3sKVKAfff7/xY/ayo06dl8E+xGkS322XW84MPGvcHymfPztSsuqgooEMHbb/6G/nww1l/ToFE9farV884K8/ZpIbUVOkZBsiAr75cpOKq1FNGpKQAd93luL90ae++D5G3hIWlP8v13Xfdf72s/n9d/3733OP580eNkt/ZF16Q7c8/1x5r2lT6+xUpIgEl1Svu/HlZFimS+RnCoaEy+aRqVc9fq0EDCTA99RTw9NOyz1VGUVKS/J1cuVICS9OmSb+nmBi5R1fX/4MHZakmLXj77yQR+Q0DReQTqiTqzJnavooVtfVXXpFlx47G0nPmcSY3x8YclCoFTJwo6y1bZvx13GGVUWQVKMrIPYkn7++Nydz//adNHGGGEhGRH125ov1BdpamauIsoyi9xCD9JIa+U+o5PPH6dRcl6r0VKDp5UrIv1OuY+0TovxjrMx/0/SbUxffyZevGyUS+om+0+dtvcoOrZ7NJxtH69W7/PvucPlDUtq3rPxSuGoYmJTnOOl6wwHr2uXkWM3nu6FFZ9ukjvbAA+QKiSh76qkxaIDt+XGbyA1qppxYtjMc4CxQdOSL/ZsHBMqvxzBnH18/Ml6LLl4G//zbuGztWG0zWM0+QIMpO0uuPFxmpTe7JyrJzgEyEiI6W9XPnpB+PJ5OKRo2S5aefylL9vQGARo3kGq/uR1XGksq8KVIk4+ftberf/9QpaZ7dpo1kVJp7Fp0/rwWGnn0W+PZbOebNNx1fUw20MVBElGMwUEQ+sXGjfI/RlzrXZxS1bSs9fRcuNJaeM3+3yUyW7oABcp1evDjjr+EO/XdnVxlFvgpWeeva/MknUuln0CC5FwoPl8xjIiLyAzVYFRqafpOhmzJbes5BcDDOn5exq7ZtnRzjjdJzCQky27NDB61El6uU4pYtpbzQ6tXG8kv6iy+/sFJWOnRIBlRCQ7NPnxH971iVKq6PdRUoAmS2sp6zXgXmWczkGbtdAhuAlDCsWFH+39u0STKMAMfyDLlBu3bypXPmTK2cW8uWxmPUtSohwbhf9U5JSZFgqb7/xssvy9KqHF167Hb5UhUeLjMoCxXS+peo7MPWrbUAM8BAEWVvrgIiVarI3/8dO+Q+LyYm684LkN/ttWu1gZPHH5dSqnq7djm/RukzkhIT5e8uIAF6dX1UM6VjYyUA88gjsq3Pgve3kiVl+e23EvRZtUoCXH/8YTxu/37r53/yibY+frws1b+pyqAiomyPgSLyiZAQxyBP4cJSgaJ1a+nlV7GiDGrpM4rM5dPKl0eG2WxA/fq+L5eq/+6svqNZTRb1daBo927HCWueUBlYkyYBw4bJf4tWrTJ9ekRElBFnz8rS3HQPzmMg3sgoMlu6VGJATnvUZjajaMoU44VazfA0R7d69JDyGd9/LwOkVao4zhgPCdEGv1l+jnxh61b5/+/HH7V9V65IPwZAbmbd6e0VCPSBosqVXR9r7odjLn2zciXwv/9ps431DcP1AVxng0/kngsXtH9b9SWpYkXg1lu1v6O5LVCUmiqDzwDw5JPafpU9oJQqJcvLl40DmubAkZ4q02RVji49hw5pX64A+e8ydqwEpA4fln3vvy/nOXSo9DsJlGxDoozIl8/5wEu7drIsUQK4886sOyc9mw247TZte9kybX3cOPk72qCB8fqlqIAyIIEudYy+1Kf6G/PNN9pNc6FCnpXk8zWra70+OKb6SZnvrxV9dmWvXrJUgbCffsrcYBQRBQwGiijL2GzA/PnAzz8bv1/6KqMoqyQlaes1asjSauKZrwNFgHzXyOj3Q2dlhf75J2OvR0REmaBKNFkEivSlxPW8nlEEN0qhZzZQpC8jp2c+6XvuAf7803UfFUAblGagiHzh+eelnEznzhK8XLlSZg6rmyj9TWGg0weKKlVyfexLL0kZAEAGh06flr4uqpn3889LSZ633pL9arBo0SIpa6NS1FeskH4Hdnv2+rcKFKrsXIkSjpmmaoDWapDTX778Ehg8GDh2zHfvoframZn/fQoVkpmKgFYSSp8J+/jjxuOjorTG75cueV5+buBA6/07dmgTQSpUkIvs229LsIgou3OWFadm0/qbvtyNYrcDw4fL+smTwJ492mMXL8pjy5dr+yZM0ALM+sCY+nuh9+qr6WfsZqUmTeSexcqsWUDfvu6/VqFCsmzRAujSRSbKqBJ9yurVMvhHRNkKA0Xkd656FGUmoyirqO9sgJZxHRoqfYv1siJQlJCQ8axfZwOFvvxuR0RETqiyFhYXwhMntHVVqQ3wTaBI/5jlhAJvlJ6z4qr0nCsqUMQvpuRNJ08Co0cby0R9+aWUz9m40X/nlRn6G0b9bGkrQUEyEJSQIE28ixeXmcl33+147M6dWv+GJk1kwL5pU+3xZ5+Vng633up8kJ+sqbJzVl+Q1ABtRrJffGHbNgmmvveezPybMsWz52/fLq+RHv0XMUWf8aenZvSpgWB9htuMGbL86ScpSfHTTzLzT10EPfl3jY11Xvt86VJZFiliXaucKDvTB4r066o3jr+ZA8KAzLLVB4JVIHfHDplEoSZEKMuXa8foA9LFijm+9oABmTtfb7PZ5O+TOaADAD17Ov77qGBQ/frAvHnGx/RldVT25fz52t/V8+elPM0990g2LBFlGwwUkd+pga1r1xx74WaHjCJV2cA8EPe//xm3fRUoKlrU2PPbXL7PXc5K8gbK900iolzlwAFZWsxEVIGili2NFTwyWnpOTdhI8+OPwObNAIyBIsukocxkFE2d6vyx9KJbzqgv7S+9xD5F5B0ffij9Cd54w/Vx994rg8vZhSp/Bbhf8io01JhmaDWDunNnbV2V4smfH3j9dW3/1q3S16hnTy0oTq5du6YFRfSNXxU1Y//vv42N1v1l7lzjdv/+1umwp08Df/1l3Hftmsz8b9DAOBvCyuefO+5r3976WBUoUhlF338vy7vv1q457dvL/58NGsgFUA3+qoHh9Fy6BDz6qLa9ZYsWhAKAX36RZcWK7r0eUXaiDw6NHq1dW9KbjJBV9KXnAJn8YM7CVL/rK1caJ1SMGwd07Wo8Vp9RZC6pd/y47waAMmvgQK0pNaD9zSpZ0njOp09LeZmtW6XMnur9VqSI8V5A34fp229luWGDts/8N56IAhoDReR3aoDKqmRadggUdeki1TjMZdfNk6t9dZ+QPz/w66/adkYCRYmJzid6zJqVkbMiIqJMURcVF4EifW9dwHmgyNl+xSGjqFMnmfEP4/dAy6QhNVMhI4Gi775z/lhGA0V6gVSCibKnLVuAF15I/7gZMyRTwNkAdSDLzO+aq+blZu+84xi1XrIk/f5IuV1CgvTAKlBASvwB1gE6/QWhbl0JWGREcrIMDKakZOz5igrC6LVs6ZiaescdMlt9505tn77PhbNeGYDMMJwzR9abN5dlUJDzi57qJbZnjwziqmbs5tl9eipQ5O7MuT//lIHm0qXlotmwofROUiWdVO+S9Mo9EmVH+mtCmzYyEWDNGvk9DxTx8dr61q3axCzl4EFZmgenihd3zKrRB4qKFJHHbTZgzBjHm/RAUrCgTH755x8prffhh9pjf/0FPPWU/DuEhgK33CL7g4MlG2nSJOCLL4yvp5+8UKCAfCd45x1tn7MsTyIKSAwUkd+pe3l9KZ3QUJmQYu6dG4hUNQ5zUMs8Zuast6M33HabNmnT0xLagNYKI29ex/5Kua0nLhFRQHAjo8j8HdRZtTb1ndcZV6Xn9G1ELHt+q4yi5GT58YSrPkIZLT2n/zDpNlgij127Zrxhy6n27wc++cRx9jEAbNoETJ6sbQcFAb17Z925ecvNYDAGD874a7gKFC1Y4LjPWV8i9isySkyUwdWUFPn/0NwwVF9KQClRQpvtDRgzxjzx3nsSUFFBqYy4dk278Oiz1fbulSwD5cAB7Vq3ZIkEfsaNM5YqTE2Vn+++A/791/g+169r15EffgDGjk3LhrWkLz23cKFc1Jo0Abp1c/4cFZRLL6No2TJg5EjtS1XlysbSTOasPQaKKCfSXxPCwmRA5667/Hc+VkqW1CZ1LF7seP1WQW7zTW/BgjKxQh/UNv8t7t5dstlfe8275+wrJUtKb0F9JlilSsD06dZ/o4KDpZxex47G/Tabds04dUqylfSlehctsi4TSkQBiYEi8jsVKFLX3Lp1ZQzi8GGtLGp2ZJ406en4mafUmFpGMorUxJrISMeJfiw9R0SUxVJTtXJMLgJFaoKA4uyamV7A31WgSH9NcRkoAjzPKjIHivQDiN7IKPL1hTe32bdPZoqWKSPBkpxmzBgZ7LDZZAbtM88YH1clGRs3NmYZNWiQPYOSP/wAzJwJvPlmxl8jJEQLOCn58kkGxQMPuP86+hneJAGPFi0kiGee7Q4Y/+7qLVqkrWe0yej778vSVWnQ9KiM2KJFHQPLw4Zptcb1fXxee02CRVYDrJMnAw8+CNSrZ9yvgjfBwTLT7dVX5ffRGZVRtH+/VnO7fn3Xv7/uBIr27ZPSkyNGAI88YnyeYi4tEWiD50TeoO/ZYxXQDhTq+j5xovz+6v31l9w4m296VU+9WrWAuDgprWZ1A+3L2cGBTAXix441ZhMBMnGgUSOWhCbKJhgoIr9TpefUxLfq1eVeP1BLurqrZ0/5DhAcLJnXVv1+vUmNqS1eLFnUnlDflaKiHCtN7NiR+XMjIiIPnDwpEZrgYMum5Sq+op8ACMjh+kSc6dOl6o25D6+Zq0CRfozSciKCNwNFDRtq6+k1VnJG33CJgSLvuXHDOLCpBpP9KSNZbM6cP2/soWOlXTvHoAhgzOLITsqUAXr1Sr82ZXrWr5ff/eRk6Y2TkCCl+NILnukfd5UFkhup4N3EiVqGip6zAdjwcG2mtzn7xl1nzmjr5rra7lI9gKpVk4Fj/eAxoPX9+P134/777jNuq8DOmDHG5wHAtGna9TElxb1gbdmyci7JyVrPjPT6c6mAj7OZc9evWwenzDM5zF9s7703/fMlym7094SBHCjq1Alo29ZYiqV2be3Gev9+Y+AdAFq10tbvvhu4/Xafn2a2kt690NmzwB9/yN9eVxUFiMjvMhUoGjt2LGw2GwYOHJi27/r16+jXrx+KFSuGQoUKoWvXrjilRqFvOnr0KDp06IACBQogMjISgwcPRrLpi15cXBwaNmyIkJAQVK1aFbPYKCXHMn8/VWVQs7sCBaRqRHKylHPN6JiXu9Tg4DvvyFibmqznDvUrGhlpPcHN08ATERFlgpoJXrq05SCu6hVkHnsDjFmhPXpIi5Vbb3X9dq4CRfoJ35bVoYKCtJkKlk2MXDA3x9M3Ao6M9Oy1FP0seAaKvGfJEmPWh7lObVZKTdX63eTN652blLg4x32PP27cNt/ITZwoA0dDh2b+/bOzvHnlJjQ4WAba9MFaVy5f1upn/vmn784vu5s/33Gfs4wiQKuFnZGMIvOXh9atPX8NQCuVV62aBHC2b5fSEarfjzq39AJR9evLUh+8UteNUaM8P6+gIC34pLIi0wsUqXO2yij67z/JILJK2zX3K9M3e//mm8wHaIkCkf5vUyD/P26zSa8d/Tm+8oo2EDVrllYqrWtXCX6rvx1kTWUU6ZmvX61by9/1GjV4j04UwDIcKPrjjz/wySefoG7duob9L774IhYvXoz58+djzZo1OHHiBB7QlR5ISUlBhw4dcOPGDaxbtw6zZ8/GrFmzMHz48LRjDh06hA4dOqBly5bYtm0bBg4ciKeeegorVqzI6OlSADN/n/Tn2EN2Zq7SM3iwNgEvPeo7V9GiUoXk1VeNWdiqAhIREfmI3Q489BDQoYP25bRsWYfDUlJkEgJgPVlTHyhyt3qbVaBo4ULgueeME7id9sBTAwOeZBSdOuX4ggULArt3S13zEiXcfy29227TZk7wS6j3LF9u3DYH+bKCSnmeNcsYnHHViN5dqsE8oEVgx4xxnQ4+cKA8LyIi8++fW9x/vyyHDJHfdzXZMKOZK7lJs2baujuBIk8zim7ccGw4bjXre+NGCRy7snu3LKtVk2XlyhIoiYqSbdWPKL3/7lYZfEWKSGmj48e1Y8wz/11Rg71qlpy7GUXmQNGJExJEctakPSbGuN22rQREd+8GHn7Y/fMlyk5c/W0KNDVrAv37a9ulSmmBokmTtP0FC2p/y8g5mw2oU8e4r0MH6fnUpo1xf3y88d9+2zbgt998fopE5J4MBYquXLmCxx57DNOnT0cRXcO6ixcvYsaMGXj//ffRqlUrNGrUCDNnzsS6deuwYcMGAMDKlSuxa9cuzJkzB/Xr10f79u3x9ttvY8qUKbhxc8Bg2rRpqFSpEiZMmICaNWuif//+ePDBBzFx4kQvfGQKNOZ+1dnp/iKQmP8dJ0yQKirufE9U4z2FC0tPw7FjgapVJSsbSL9/KxERZdKff0rz959+koE4wDJQpJ+cZ5VRZC4f6g6rjNcHHpDkHP2kdKeBIhWx8iRQFB2trRcqJA3MAZlleMcd7r+OFTVwz0CRd5w/L3UMAW2g/5tvZFBgzx7vvMe5c5L+ZjZrlvy/0bu3ZJ+sX6+di2L1i+CJ69eBKVNkfcECKfV17Jj8/o0bJ/8/ffJJ5t6DxJdfAitXSvNsQGuWfeSI/84p0JibhSr6QJGr7E113fAko+jcOfnb26WLcb8K7AAS2Bk+HGjaVL4gOAvypKRoqahNmxofUw1p33hDAj1Xr8pMha5dtWOqV5fs0i++AJ591vo9hgzRzm/zZqBzZ7c+JgDHWe8ZDRR9/rnjsYMGySSHTZscZ2rYbFKizmrWPVFOkd0GckaMkOtQlSpA8+bWpW0y08cvtzGX8A0NlfvGH35wLG/wyScyiaBrV/nbeNdd7FdIFCAyFCjq168fOnTogDamyPCWLVuQlJRk2F+jRg2UL18e69evBwCsX78ederUQcmSJdOOiYmJwaVLl7Dz5s3j+vXrHV47JiYm7TWsJCYm4tKlS2k/l9koLdsw91jIbvcXgcLZzHGrHrh6v/2mVW8wZ3OlV5abiIi8ZMECbX3CBFlaBIr046mZHR9XzAkRzsYg080o8qT0nD5V9cIFKfnhLaqUCANFmbd3r3EQ9tNPjY8PGOCd9+neXbLBRoyQ7QMHZMCgd29pbj9rlgRw7rhDGkgHB2sDtWvXSgDJU1evAnPmGJsu168vs4fLlJHt22+X/z/79s3Eh6M0BQsC99yjRaczmv2Skx08aL1f3yBdZexYyci/6bffWpcPOHgQWLdOZij88Yex4d2uXY7HJyfL7+rFixKAadHC+LhqIA/I7zsgg4dffSXne+EC8Pff8uXkiSdkEkF8vPw/Y9GvL+2zesIcqNFNerXk7MuQObg5erRcu+PjgcaNPT8vopzgkUdk2by5f8/DXYULSwB71y6ZdVulivHx6tW1CQ2UPn2vUf33mgIFpASp2aFDknGk5PTs4sREydD3tFQ3URbzOFD09ddf488//8QYi5pW8fHxyJcvHwqbRptLliyJ+JvR4fj4eEOQSD2uHnN1zKVLl3DNyS/VmDFjEBERkfZTS18HmAKauv9WGCjKGGf3Y6qfrDOPPqqtmwcLXZXlJiIiN9ntMqi9bZvzx/VfqBSL5kKWfYIyyTxO5uy64dXSc3ru9jRxFwNF3rFhgwyqqnIg990nN236+3xXDa7c9d9/0swRAEaOlJn3Vas6NoPXu/deoFcvKdeYnGzsTeWOhQtlEPqJJ4y9TipW9PTsKTPUQP+JE/x9VdTvglliorauD7iYqQkG//7rfsNS86yy+vUlmJeUJJlMDz/smLWj+hApP/4oz3nqKdmOjnb82/7++9qXjVOnZLbghAnyvLJl5THzzLeSJSULbe1a4MUXjTP+x4937/PpmfuMpFfzXJ9RZLdrASNzbzQ1c8MbfxOJsqsyZSTg+8sv/j4T94WGan93zFmV3pqRlVtUqyZ/q3/5xZgpCsi9ncoyjYyUAF1srPFeT9/7IKe4dEmuVb/9JqX42rfPPoFUyrU8upP5999/MWDAAMydOxf5A2w0f8iQIbh48WLazy6rWU4UkFQwQgmw/7WyjZEjZbKtmfl7nN6uXcbKFMwoIiLKpBs3gM8+kz+wu3fLl6CvvgL69JHSClb++89xFl1oqAyEm+h7ZntrPMocKFLVgczSLT13s8wwANdBI/1jPXume34eY6Ao85KTpf6g3uDBsly5Uttn1cTdUz//7PlzeveWQQf1O/Lll56VwZs1y3HfxIneD1qSayVLyu9raqoEi8j4+6X3xBOyrFTJWLrTTAWKrl3Tyka2auX6Zt78ezx/vuMsenNJIP2MgiNHHANJ+lJ5SmgosHq1NDQfNw44fFiyhdxRtqwEmr74Qq6nGzc6Ziy5w9xrxN1AUXw80K+fbA8YoJXK7NxZsr1atfL8XIhyoogI7T4suylY0NifiIEiz91xB9CypfVj338vpfy2bpW+dW3aGEv7Pvmk1qcVkGvTSy9JOc+kpOyXiXPypPw+vPqqlNZT/TC3bDE2gSUKMB4NMWzZsgWnT59Gw4YNkSdPHuTJkwdr1qzBBx98gDx58qBkyZK4ceMGLpga3J46dQpRN2scR0VF4ZRqHql7XD3m6pjw8HCEWnVuBhASEoLw8PC0n7CwME8+GvmROaPI3GuH3GfV+9v0q2Rw8qRx2/zrpYJ4s2dbB6GIiMjk2WeBp5+WGd+1akkD69GjtcevXDEeHx+vNYrTGz3actBaP1bnreo2mQ4UqRker74qpcOWLJFsDWd9XVQT8gIFgJkzPT7fdDFQlHn//is3CXnzAi+/DMydK31DAPkfT5V6y0xvmYsXpT69KlVjqiYAQGb5vvmmZNzpy1516CBLVb4KAP73P/fe1263bpr8/PPuPZ+8JzhYK/PH8nMSNF20yHF/jx6S3XfiRPoB0fz5tS9X9etL2cTVqyWY6owKFD3yiPz9rlrVeRBGBan0M83MfSkAyUKy0qCBfM5XXgEy8n29aVOZjNGkiefPBeS6oy9jl17puYoVJfPp2jUtc/GDD7THFy6Ua7i5iTsRZU+FCmnrDBR5V6lS8j2hdGltX6dOxuuaKkEMyN/c99+XMsAlSkhGaUarF/iD6r9qhfc8FMA8ChS1bt0a27dvx7Zt29J+brvtNjz22GNp63nz5sUqFSkFsHfvXhw9ehTRN28qo6OjsX37dpzWjTrHxsYiPDw8rVxcdHS04TXUMdGuZk9RtsWMIu8yT5RzVTZOX8UCcJydrg/iPf545s6LiChXUH1T9APR+siLfqbc4sXypen++x1fp1Ejy5dXAf7PP5eECm/QfycGHCs/qEkETsve6S/cI0fKl76UFOflkdQAY9my3vsQeioYp/+3zomuX5eg5BdfZP611q6V/25qlvwff8iyYkXg3XeNdWoBoEIFWR47lvF6iG++aeyL8uWX8nvTs6e8X/PmMut0xAgpYfLkk3LT+OyzWpmYyEitFNWvv0q/ofSaIf/3n+NMzthYZhP5ixq056CJdXbNpEmSFQTI9cJZU1I9qz5Frmbiqb+Zd9+tBWFff90626ZtW1nqZ5CZy7BNm+ZY4i2Q6EtMppdRlCePY98SPZst+2ZPEJEjfT84Boqyhv56oR+g0mecX7woE81q1AB+/z3rzk2x22X2tDs9MZOSJLg1ebLzY+bMcb88LFEW8+iuJiwsDLVr1zbsK1iwIIoVK5a2v0+fPhg0aBCKFi2K8PBwPP/884iOjkbTm/Uo27Zti1q1auGJJ57A+PHjER8fj6FDh6Jfv34IuXkD+8wzz+Cjjz7CK6+8gieffBK//PILvv32WyxdutQbn5kCjLkvDr+nZ05srEy+WLYM+Osv15UmzLPDzf/2+iCes5LpRER0k36GtTMnTkimESB/qAGtwWuNGjIo/u+/WvaGiRoDd9W+xVPmSQIJCcbtQoVkMrXTjCJPU4FVRpHKJPA2VcLqscccAxw5ycKFMrP+s8+ApUuBb77RHrPbJaMqb970X8dulzIhSUmSTaBnle0GSPZPUJCUDNuxw1hW0W6X/1Hz55dBWKtgYEKCY1+h5s3lOU7+30fp0lqfEL3t27Vg5dChEixavFjKW1lRqdZFikjQKDWVfUX8ySqokRulpFjvf/BB94JDeubMVWd++EF+f1VGkX7WQIUK8rc6OFgyjX74QXortG8PvPWWFihKSQEOHpT1116T38dAn12mv4C6k9Vknk2hfPihd86HiAJHeLi2zoGprDNjhpQVvXBBBrAefBCIi3M87sgRuV9MTfXNZDMr169LlYSBA2U7JcX1feNvv0m5PCUsTO7J9aXz3n1XMmTvuAO4WVmLKFB4/VvRxIkT0bFjR3Tt2hV33XUXoqKi8P3336c9HhwcjCVLliA4OBjR0dF4/PHH0aNHD4wcOTLtmEqVKmHp0qWIjY1FvXr1MGHCBHz22WeIiYnx9ulSALDZjFn/gTwBLTsoXx4YM0Ybf/Eko8ictGcuC0hERC6sW5f+MSqIYbc7fgGKiAC6dZNeME6+/KiMIl9+pzCXAFeTK50GilwFI6wGLPUZRZRxanAWAL79FvjzT1nfuFECJ1WrutdDKC7OeVbQmTPW+4OCtJk+5oDPCy9IUKdoUSkvpZw9q2UQ/fqr3IQULiwlCzdvdj+l3Py7ERJiLFt37ZpkK+nt3i0p14UKAbfeKvvUcxgk8i/1d+CVV3L37NqLF43b06fLT0YC6lb1oj//XAbf9H/gu3SR4Krqi6SfSQ/IbPqQECmHZ7cDP/2k9S46fhy4fFkyNxMT5bhRoyTYbH6dQKP/e+HO77+zwBu/tBLlPPr+amzUnHWKFpXl+fPA8OHG70j33ut4/OLFWXJaSE6W7CAVJAKAN96QTNoGDaxnU+szoRYulM+0f78Ej1TWLiDZ8qVKWffNJPKjTH8ziouLwyRdw7f8+fNjypQp+O+//3D16lV8//33ab2HlAoVKuCnn35CQkICzpw5g/feew95TCnbLVq0wNatW5GYmIgDBw6gl0VDZ8o59u6Vv5v79/t53GjzZpmhoEquZGMqyONORlGjRsA//xhLdgPa9VpxVm6ciIgg5bvSo7Jptm+XweuQEGlu2qSJzKRzITlZG7cPqECRq7I7+obniq8zinILfdk2QC7mo0ZJb5EbN2QAV5WSs7JrF/DVV66bsP/4o/PHHnhAltOnA2vWaIOpH32kHfPeezLr026X86pcWb7wt28vj3fuDIwd67TUott+/FFK06kSWL//LjdAb7wB1K0rM2j27TMGzlyVk6Ksow+QuGqIOWuWBCVTU31+Sn6hz96rWhV46in5yYh69Rz3bd4sXw7Cwpz3hkuvDBsg5R7Ll5ff6S1btN4St9ySfWbfe9rgz9msdW81CiSiwBERIVna5csbgwPkW+r6c/as4zVq6VK55qgJUQDw0kvuZ89mxqZNwN9/G/ctWyZlkLdt08qxApKlfvq0Nvni2WdlQkZwsEygatzYOkO1d29fnT1RhnAKHQWEEiXk76bfv7Pfd58MLmS0QWoAUYGiy5cdM4cUtb90aa3Ev16JEsZJNSw/R0TkgqtAkcqWUBlFqsRX+/YyUL9xo/SbceHMGfmeFBQkf599xVx6zlmgKDVVvj8lB7soPffvv1I+4pFHtGwBVT+PpRYy58ABWXbvru0bNszY6HfbNuvn7twpmTX60nzvvaeVRZw3T0prdOrk/P3/9z9tvUULoGNH61J1hw5JnxXVq0uVXATkvssbmjSRsiX162ulzP75Bxg9WoKyX37p+Bz9l3vyn65dtXVnJcsuXZKBlOeeA1avzprzymr63x01yJRRn37q/LGUFAmqWmVvuVvTVH1P+vVX4MUXZT07Zdc8+qj0YHIVCNfTl6ICZCAwNdW9wBoRZT/33islzrp08feZ5B6qxND+/cYZa926aesNGmg9Mvfvl/tWX7HbJeNdPximqMlYyvr18v2uWDG5j1Ylxfv3d3zu6NFAmzaO+52VnyXyAwaKiJTLl7WaPoDMvMvGIiK0agrOsorUoJ+z0udBQVJiVU3wvHBBZrQTEZHJ1avaoLxVXxw1E+KHH2SAf98+2fZgRrK6REVGOp+4HRkpy8wk61j1KAIcA0WPPCLVGGb96yIjZfVq4LvvpDSayhxQPWL05X+yK1+VyrLbZSbiI49IYO3vv4GePYHDh7VjVKDo+eed9+P56y95rQ8/lGAkIAOcQ4caj+vUSWZn7twpx3fvnn5JJlPfUqxZo33Rr1YNqFNH1r/4QnqXANKHS2UwvfwycP/9rt8jI2rW1M7HbOJEmYG6aRPQr5/335s8px8w+fln698p9TcD0P525jQqUFSrllbeLaPcCdr89pvjPk8DRSNGaFmjd93l3nMDQVCQ9DJzFQjXM2f7RkRkXW8MIqLcwDx5rEQJ4JdfHCc+qHtfQPrlmcu2esuQIcD48dp2/vzAuHGyvnu3cdzwjju0L17nzmlfmKz6OFSuLLOvY2ON/T2t+jER+QkDRUSK+Y/zP//45TS8JShIJjUAzgNFKqPIVR9y1UNKfR9ypwUHEVGuc/iwzAYrXFgbFNdTgaJ//5WyQrt3y3bFim6/hUrEcTWW98svUiY0Mxmg6WUUXbwoVccWLJDtb/81NbjT08/+//NPmW2wY4dsm+udesvs2bIsUMA3r68MGCAzG9V/S2/auxeYNk0CbFWrSimpL76QYBEgF3DV66lKFeDtt4EnnpAB5iJFgL595bFt26SO+wsvSNPc1FSZIblokfH91AxNT4SGyoxOK/pyciNHyv88lStL1vaqVRIMePdd3wy2qpJ4Q4Y4Pla+vPwP3bhx9imTldPZbBIQVax+n/QNN/WDRDmJChR5O0vFWU1vc3D5zjvdf+8aNRz3uRt0yY4eecRYYtXZDDsiIsqYyEhtthsgk8latpRyqXrBwXIvqTz3nG/Ox5xxum2b9JDV92ZIb0KVuY+DXps28r1I3de3aSP3Qw0bygR2Ij9ioIhIUT0TFGeNnbMRFSjSf7/WSy+jSMmTR5vgOWGCd86NiChHOX9elsWLSyaFKuGlmGurquyO5s3dfgs1ec1VxbZbbwW++UZLqnCXahkDOM8oUpfFkSOlN6vSsPi/zl9YlV8AgHvu0XrHFC3quzKvqqTYtWu+6WeyYoUEwD74QAJ/r77q/fdQZdoAY18dFWSbPVsuzPnzy6zL6GgJJB08KDUKX3lFjvvzT+kDpDz/vFaq48svJeumUyfr4KY7qlSR99T/D1enjpRr0ZfEA6Tclbox8aWHHjJuDxsmvYqeekrK41Hg+eorCVQA8v+y/v95QAuKAvL/r/4PUE6hriEqK89bypUzToZTtab1JQIWLPCsMbjVRSizWVCBzGaTEqpEROQbNpvxO5GrLNVmzbRBqXnz5F7c3GA1My5fdpy0UrWqnOMHH2j7GjfWyq9acdXDVZk82bi9dat8zyDyIwaKiBR9+iiQIwJFKtvVWaDInYwiRVVocdrMnIgot9q6Vftyo2p17twpfVkUlV2hV7y41k/FDb5s7TNvnrZuHqM1ZxSZK7Om2HRfhKw+p5KaCnz/vazfd597X6AyQg202u3S28SbtmwB2rXTyqcBMsDq7Ya6atDYLCxMPpfqD3T9umNWTnCw80Hbjz+W5TvvSD+Yu+6SWZOZqVVYqRKwa5fcVEydKllQNpsEBvWzLbOq1r95BufQocCoUcD06cwECFQ2m9av6tIlKYMISADjgw+0LEHFF8FZf/N2RtGKFRJ8+/xz4O67JQMQkICHvtxNRIT0ifLkfc1prar3Xk5m7lNERETepS9F266d62MHDdK+EDVpIpOmzON5GaWfGLBpk1SNUFnojz2mPVa6tDYxy8zdihEREfIeegcPunumRD7BQBERIAM/I0ca9+WAQJG6dh47JgN/drsEjVJTgf/+8yxQpMZA9T2yiYhyvatXgSVLtG19YEI/sGSVSeHhDOwjR2TprJJQZhQuDNStK+vmy19EhCxVoKhECePjKTZdCS99apKVDz+UpSoP5gshIdqgqLOAS0apQJeZN0tfHDwIzJkj6088YSyhV62aYwa0laAg6/JQgOy3KsuWWfnyAc88o72vzSZfftu2lYyGW2/1/ns6M326LOvXZ3Aou9CXnPn6a/ndffhhKfG4dKnsV4HOnNinyNuBorZtpQ+R+n2cNEn+Tg0fbmzO7ezvhCvmwLK7vY2ys4YN/X0GREQ5mz5QpL9OOaMmhsXHy/exP/6Q7aNHpWTzlCmen8P48cDKldp2o0bOyzM3bOg4e69pU/ke8u237r9n48Yy6VCVjd6yxbNzJvIyBoqI4uKAgQMd9+eA1Jlq1WS5YIF87wwKkgG+4GBZqsod7rRxyJ9flgwUERHd9OOPUpdt+HBtn/5Lib6udv78QN68xufrB0bdoHqGu9OnPCOcjaerj6Eui+bJBYaMovRmAAKSonTPPZ6foCfUl8fNm6UshDvBFSs3bgAtWsg/elKSY81yZdkybX337oxnMqn3W7NGtosWldn6XbvKdmysDKK7Y8UK+RI7ZQrw0Ufa/jffzLpG7I0ayXncfXfWvJ/Suzcwfz6bA2cn+kywixclE0zVPQbkd/rhh7XtHDChy8BXPYqUvn3lb0H+/FLeT3nmGc9fy2YD1q6VLMFTp7x2igGtTx8JsGemASARETlXtapkwX71lev+Poq5PNx//8ly6lTg77+B/v21cgzuMmcsW/UhmjNHetcNGqSdR8+eEqBav17K4DVu7Nn71q+vZd4vWmRdEujzz+XfSN+jibLUmDFj0LhxY4SFhSEyMhJdunTBXvUF3Ynp06ejefPmKFKkCIoUKYI2bdpgkymLrFevXrDZbIafdu58p/YRBoood/vrL2mSZ/XHNgd8AVV9wtetM5YiBySrSF1bGSgiIsoAfe8XQAY29Zkl+oyiiAjg9deNx6v6oG7ydaDIWXapCiCpQJH5O1MKdIGi8uWBmTOBl192/kb33qtdVHxFpcw+/LDMpM9of4mlSyVo888/UiZQ9Qgya9lSlg88IP2pevXK2PstWiS11pU77pD/d/Q10AcPlmVwsHwhdaZ8eZmV+NxzQLduMuv/9tvly21OFxws/81VOhwFPvOgkMoeUs6fNwZRVGAlp/BVjyIr+p55Gf17cMcdMuPMwwkP2VaePMDo0cYZ70RE5F29e8s9qzvMJY3VxAX95LBx49x/b3fH/x57TCZtqUG0GjWAWbO0cuIZnYwVEyOZUDduyKzunj21nqWJiTJh4cABKfVjbihLWWLNmjXo168fNmzYgNjYWCQlJaFt27a4aq7brhMXF4fu3btj9erVWL9+PcqVK4e2bdviuGkSY7t27XDy5Mm0n6+++srXH8cpBoood9u2zfljOSBQ5O4YJANFREQe0s90VwoVMm7rM4qKFpVAkr58jQeBosuXte8/KlvU25xlFJkDReZ2PCn628l8+SRIombZKcG68nS+LDunnDtn3N6wIWOvo++9YTVzfuZMWV6+LDMwVKquWnrql1+09c8/Bx56SNbvuMOxfGF8vJS4cEexYvJZMvrvQORr7pQvCw7Wgn9q5nBO4euMIr3bbwc++wzYuFEr00lERJSdfPyxTJ7q2VO2N26UpX4iybRpkuHjDlXjW1HlsrNKUJDWGBwAvvhCvlPt2OE4icTVOCb5zPLly9GrVy/ceuutqFevHmbNmoWjR49ii4tygXPnzsVzzz2H+vXro0aNGvjss8+QmpqKVatWGY4LCQlBVFRU2k+RrJg45AQDRZS7HTjguE+VYwjkQNHevW6VtbFqiWHFne+IKlCkJmkTEeVqZ8447jMHivLoMm2KFpXtJ5/U9qnm7W5Q330A3/XU1p8uIAGp2FjHQNHly8bjklN1t5MqLUmfnnT33cZyaTEx3jnhrLBnj+O+Rx+VZdu2WjDwwgXg55+1Y8w1y5XTp4HJk6UkhpW1a2X53Xcyq1LNSrTZgHff1Y6bOdPjjDSigJZe8zVVJlp9cfZ2/zF/y8pAESAzk5s0yZr3IiIi8rZSpaSnUP/+sr10KXD4sHGy2PXrUhUgPcnJMoECAGrXlgmB6nWzkrnc2ObNUh3BHOzKaIlrsnT58mVcunQp7SfRzUHPixcvAgCKulMq8aaEhAQkJSU5PCcuLg6RkZGoXr06nn32WZwzT3rMQgwUkef27ZNBEqsgS3azf79x+5dfpJ4+EJiBosREmVlQo4bMqOzeXWYwO+Fun3R3MorUmB8zioiI4JixAjgGivQD+eqxdu2knMCQIcBdd7n9dr5u6QM4BoqmTJEqOypQpC6LKlCk5lWkpOhKLKiLhb603DPPaAOSxYtnTWklfVAlM8z1zwHglVeA5culB44KFG3YYAyAOetzOGSIDHjXqyfP1/vxR620nVUT3wcflD5XhQo5lj0kyu7y5XOebXjgADB2rKyrvx+zZ0uD6UGDtHvh3butf2eV1NTAzURSgSI/ziAlIiLKdho21Eq2VaokfRf0rCZ96S1bJs9XZeo6dPDNebqjbFnHwTl1X1OpkpwnIBPLWrYEfv01a88vh6pVqxYiIiLSfsaMGZPuc1JTUzFw4EA0a9YMtWvXdvu9Xn31VZQuXRptdKVs27Vrhy+++AKrVq3CuHHjsGbNGrRv3x4pKSkZ+jyZxUARuefAAWDUKGmAXK2aNJjzYCZ0wNIHu8qUkT+2akRs1CjHadO+Nns2ULq0sSm23pgxWmotIDO0XTRPq1DBvbf1tPTcxo3Arbc6P00iohzPqj+GOVBUqZKUD/vxRy0zpEoVKWE2erTPT9FT+upw+m1nGUVq4ntKqi5QpA7WZxTZ7dIv559/XF6zvErVCc8sq0HnsDAJCoWHyzXbilWt6iNH5P8HZcoU4+NvvinLatWAkiWt33f3bpldyMFkyom++w6YPt2476efgMqVtb8pagbmtGnSOHriROCbb+QPU+PGMhNY1fQ3e+YZSbdfsMB3nyGj1DlnVUYRERFRThAUpJWC1qtVS5auJpAsWCC9U3ftkvuDDz8E3nnHN+fpDptN7me2bZNMIr1ff9WakI8aBcTFSdUGyrRdu3bh4sWLaT9DhgxJ9zn9+vXDjh078LW+akY6xo4di6+//hoLFy5Eft2kym7duuG+++5DnTp10KVLFyxZsgR//PEH4uLiMvJxMo2BInJPnz7AsGHAW29p+3bt8t/5eMPZs8CmTbL+5JPAl1/Ket682jETJ2bd+Vy4IDVIT56UgJGyaZOW+WQeVAK0Kd1OuDNhvUaN9I9RwaQrV7Rr6b33pv88IqIc59Ah4Ngxx/3mQBEg5cM6dTLu87DJ6eHDHh2eYeaMIrWtYj9Hj8pSBYpUrMIQKFLRJX3USc32v+UWx4b1WalnT+veUt9/L/9NzF/IkpO1HkX6nkP6/87Vq1u/V2IiYJ4F9tNPxu0tW+Tf5s8/gRYtgK1bZb+r5qVVqjh/T6KcQF+CbuZMoH174+NWQdJ16yQb7+pV+Z367jvj41u3yu+tCkKp3l+BQn9DzUARERGRZxo0cNzXvbss9fW71bb6HqfuFx58UMbc+vd3nDmX1YKCJHPomWeM+6OitD6N5FVhYWEIDw9P+wnRT3i00L9/fyxZsgSrV69G2fRKJ9/03nvvYezYsVi5ciXq1q3r8tjKlSujePHi2G+ugJVFGCii9CUnA7/9Zv2Yi7JnAU//h3fSJMkmAiRQoyQkWD/3xx+9PxtR32BaTdveuFEazt5yCzBnjnGGtnLxonWD7ZvMLQyOHgW2bzfuq1Mn/dNT16SkpMCt2kFE5HO7d8vsdhVUKFFCe8wqUJRJP/zgfhnRzHKWUaTmT2zfLuOsDhlFNlOEycwqOONr5hrfgJRujY933N+1qyznzzeWjNNnjVWurK0XLKit580rgZ7vvpMJJ/oZjVeuGN9HZRnVry/X8ytXgKeflpK3a9bIY1WqSAkNotyqVCltvWZNx8etgs0XLhiziEaMkBKR6m/PV185ZvlZ9Znzl9WrtfUyZfx3HkRERNmVmpj38MPAihXa9vLlMp7Wvbtk5TRtKpUH7HZtQvbjjwfeRI0WLbT1SpVkBp9VJYPsPCabzdjtdvTv3x8LFy7EL7/8gkpufkkfP3483n77bSxfvhy33XZbuscfO3YM586dQyn9PXEWYqCI0vfnn87/+Jw+nbXn4k3ffy/LYsW0HgOABF4U/X7l3DnpDfDQQ8AHH8iMYG9Yv15bX7gQ+OgjKaWhPPEEcPy4zDBYtcqYZvr7705ftlcvGXcC5PpXrpxjBpE7k9t9MP5JRJT9zJtn3NZnC+kDCD56O1WdzBfSyygCgL59tctkWqAoj+tZV34JFEVEWJdvc9Y7SNE3L1WzIsLDpXxF3bry5dJcr7VBA+mt8vjjkrWk/mGOHDEepyaf3H67lMcCjKXoAI/6VhHlSBUrautWM4StMoouXpQyLXrvvqvtC7L4yvvDDxk8QS9LSZFJeYAMWKUzi5WIiIgsfPONzGr75hugbVvjbOj9+6Vtgz6Dd8sWbVKYPyseOGOzySS3kBDg449ln9UM7+PHs/a8crF+/fphzpw5mDdvHsLCwhAfH4/4+Hhcu3Yt7ZgePXoYSteNGzcOw4YNw+eff46KFSumPefKzQmFV65cweDBg7FhwwYcPnwYq1atQufOnVG1alXE6PvfZiEGikicPes4k1bRN1S+9VaZeav+kFo1884u1Iw9c6Md/ShcQoI0tRs/XtunT10dMABwIyKcrr/+AkaONO57/nnr0nejRgGtWgHvv6/tc9HErlMnuS7a7Vp1vTx5PB/PDA52jJv5YEyUiCiwmTM4Bw/W1q0GIzPJPAn+tde8/hZp0utRZJYWKMqb3/oA9cQ778z0uWXIiBGO+5KSjNvmYE5SkkyOOXRICxQVKyYXzq1bpXmsq9kVNpuWBbFnj6Rfqck2KlBUoIDWjNaMgSLK7SIiZPBm507rPz5WgzmLF1uXZ1ZZffqeo6oUjbk8nb+88YYWKNIHyYiIiMh9oaHaRCxAvpeZs3T1X6wWLNBmvwVqSbcnngCuXdMqJbRq5XjMDz/4Z1JeLjR16lRcvHgRLVq0QKlSpdJ+vtFN8D969ChO6qpUTZ06FTdu3MCDDz5oeM57770HAAgODsbff/+N++67D9WqVUOfPn3QqFEj/Pbbb+mWwPMVBopI1KsnKZqTJhn32+3al5cyZSRCv2CBVs/s7NksPU2vOXBAq0tqTjGtX18biTt2TNZffVVrzrBvn+PrmcvLuOvttyWNtH59945v3lw7t4YNtYwjF4EiZ9Ipi2nJfP28dg2YOxd47jntfxMiohzNXLpM3y/GByWDzIEiX94vupNRpBceLsuUMuXkmvTii8YDTp2SmQpZVTvP7NlnHQN75kCROcU2KUkyhitXBj75RPapgemgIPeCgeo1p02T57ZrBzz2GPDHH7LfVaDIX0E1okDSsKHWhNrMk2CKChCp5fjxwPDhsr5qlbG8pD/8959MSFP83ReBiIgoJ9m3D3j0UenvY7ZwYeAHigDjBLXSpaXik97zz8sktYoVpSS6q16nlCl2u93yp1evXmnHxMXFYdasWWnbhw8ftnzOmzcTFEJDQ7FixQqcPn0aN27cwOHDh/Hpp5+ipFVlDBdWrVqFjh07okqVKqhSpQo6duyIn3/+OUOfk4EikgCIatY8f74WjU5MBJYs0Y7buVP7I6V6MmTXQFHnztq61UVBlZXRNw+rUEH+TQ4ccDzePCPZHW+8IV9WzV3KzcE6vaJFjRcKle3199/A9esevf0rr8jy9tvdf44aFFRSU6XSztSpwOzZHr09EVH2pA88jBsnf5P37pWb9mLFvP52+onwvuZpRpEKJKUgj2QA6DNdAZmIoWqf+ktkJPC//2nb+szp69cdr53r12ulaVeskKWn5ShURtHq1TKLIjZWagj+8ovsL1DAOEHk/fflS97Agf7/9yIKdFazafX05ZhV5QOVUh8WJoHcWrUkKLx4sW/O0V0sF0NEROQ7oaEys/mBBxwf++cf7XtBIAeKzBo0kO+jo0Zp+/bulTHJs2elXB3lKh9//DHatWuHsLAwDBgwAAMGDEB4eDjuvfdeTLHKuE8HA0Wk1bsEgM2bgcaNZYZb06bAfffJ/jp1jH88VUbRsGHp1/sPRPqGt64CRevWGfc/9xzw4YeOxx865Nn7nzgBjB5t/dhzzxm3Q0O1dXO5m9KlpVZ7aqpc6DzQpYv0ztbHAtPj6vqZkVgZEVG2ow8U3XqrLKtVs+6l4QVZ2W/d04wiFUhKSfHdOXnFtGlA2bKyrs8oMk/UACTzR1FlAzwNFJmzlMxCQ41pvSVLSs/DiRPdaxpIlJup7yAA0LKl8T55+XKZRPXQQ7Ldo4ex75iandm1qywXLHDvPQ8e1ALH3qTKWxIREZHvpNdwO7v1VIiMlInnn37q2JN13Tpg1iygfHmZrEY53ujRozFx4kR89dVXeOGFF/DCCy9g3rx5mDhxIkY7G3d2gYGi3O7ff40lDwCZFfzSS8amsA0bGo9RX9J275Y/UNmJ6hUAyB9Yqzo+5kbVir7ptKoTCkig6OxZKbuze3f657Bhg/X+Dh2AvHm1dB8A+Ogj6V8UFubYx8hm00pzvPKKpPZ44K67jN+30+MqUJQd44VERB65cMEYFfdxmSC73Vjp7tVXffp2DjEKFSjKm9f6ePXxdWWYA5f6EPpA0aVLsqxQQbvAqT5CelblKlxp2VIm3ThTu7ZkW/XrB3TsaD3LkYic++QTuS8eMULqICsqAKsfENJPpOrSRZYPPijLxYull5grN25Ipl+7dsCuXZk+dQN9r9eXX/buaxMREZHQ95Q1CwpynC2XXTz9tHxZLF1a23fpEtC7t4z1tm3rv3OjLHPhwgW0049P39S2bVtcVOUVPcBAUW63ZYv1fl1NRQAyiKKnjy7oM5KyA31U3VkWjrNAkd7HH2ul3w4fBt56S8rG1aqVfjO5Tz913Ldnj1YCY9w44Px5CWo9+aRkbp0/L5ldZmrm8ooVko3kw+nn5tJzevoJm0REOZI5y9SdfjWZcOGCFoT/7z9g7Fifvp1DjCS90nMqk2jbNsfWPwFHfQj9iaoGUAULOo+GATJ5xhOFCgGbNsm9wOjRMng9bpxM/Dh0CLjnHjnuo4/kup8/v2evT5Tb9e0rfQXuvtu4v1QpWb79trbvqae0x1Q0vE4doEkT+R2dMMH1e+kaFFv2Kc0MVXouNNRYQoaIiIi8p3hx4McfrR/Lnz/7Z/Rv3SrlgqzGC80NbynHue+++7Bw4UKH/T/88AM6duzo8etl07Apec3p0+4dZx4M0weKEhJkhrU5mBSo9KXdnEU+3AkUlSsHdOsGrF0rJSni4rTHFi0C7r/f+XOtmufqG6IDMttYz9nM9chI4/bp0/LfxwcXO2YUEVGuZo6k+DhQpKrchYdLlVFfM3+PSK/0nD7b6cqVrDnHDFOBoBs3ZJJI+fLaBy5QwHmgqFs3ud5n1JAh8kNE3qXucwcNkola+n5DZcoA/ftLMHbTJtmnv1+22aQs3aZNjuXfTp6UDP9evYAXXpD+YoqaFfX669KX7vvv3fvOYMVuB5Yt0z6DVYUDIiIi8g5VMhyQ73Cq0lBOmLAVGSk/ixbJ/Y+6vwBkAltqavYPhpHBBx98kLZeq1YtvPPOO4iLi0N0dDQAYMOGDVi7di1e8nTCI5hRlDvZ7Vq5FTUKpa+Vb6VMGeO2uV7Z0KHeObesoB/wcfbH0upLn6pnruTJozWsXrTIGPzRB43M7HZpNgdo2UAlSrg44XToS24AUtKmSROZ9ehp76R06ONq5jE1q2o9REQ5ivnvbfnyPn07dYk2l572FXOgSM1PcDZ+eeWKtp6c7Jtz8hp10fr5Z5mY8eCD2oXLnFGkL1t1221Zd45E5Llx46T35733GvebJ2yZB4JUbyNzSvySJTIzd8AAySZavlx7LD4eOHoUGDNGMvl/+inj5/355zKQkzcv8MgjGX8dIiIiSl/FijLuWaWKsSRbTggUKZUryySWqlWN+9X4I+UYEydOTPuZMWMGihQpgl27dmHGjBmYMWMGdu7cicKFC+NzffsUNzFQlBu9/bakhlStCgwfLvs6dZLSZvPna8eFhABz5wI9e8qsOz1ztouXAxI+pWaAv/mm82PMgaIuXaThbb9+xv316lk//4MPgC++sH7szBkJKtls8mV00CBg/Xo3TtyJy5cd923eLM3VK1fWgoKe+O034NFHjbMoYcwoqlTJ+BT9zHIiohxJBYoiIoCvv5a/sz6k2s5l1URzZxlFRYtaH6+/vAR86TkVCJo8WZZLl8o1GHAMFFWpok0kUSVmiSgw5cljHU1v1cq4rTKLFJUqeeOG9AqqXl1KPeuj3t26GZ8zYACwc6e2nV5/I2f++UeylQDgnXesS8UQERGR9wQFyb3Ajh3GLOOcFCgC5PPs3i2Zz4qzlhuUbR06dMjy5+DBgzh48KBh21MMFOVGambcgQPavgIFJPhTv77x2EcflX5F5roztWsbt61KqQWqHTtk2aGD82NUGiogvYdmzJD14cOB1q2Br76S7eLFjdlW992nrffsaT3FWkXzK1SQwagJE2SZUenNQtSlJLptwAD5jI89Zmjcq88oqljR+BQGiv7P3nmHR1F1YfzdBAg1oZPQUaT3HjpI70UQpAuoGJAmIJ8IKCgWQEAQRFCaSJEqUkSq9N67hE7oJBAgEJLvj8PNvTM7u9lNtibn9zz7zJ2yM3eT3Sn3Pec9DMMkeYRQ1LixSyLARWkMcdlyNmqGECAzijJkMN5e1IMHvMB+VNzHPHsml82fT9O0abX3REFBZGO1ejVQubLr+sgwjGM5elQ6CXz7rXadUOCjosi67tw5qhMUX4r8sWOyvX071Rzbs8f2Pr14AXTuTMepU8f+GmgMwzAMwyQMPz8SUrp31y5LaqRIAZQtK+s0DhmiHeNkkhyzZ89GiRIlkDp1aqROnRolSpTArFmzErQvFoqSG48fy+wV9YFJnBzVFEW9FYNKwYLA/v3ScsFbhKJbtyijx2QCihWzvJ1qSTdypAynzp6dbGvUCENVXHvlBxmH3vcckNGH+ppECaVePYqM6NnTeL36QGuNY8fIRslkIssNwfLlcU1VL9RnFN28aWN/GYZhvBUxgCgsi5IYljKKLLm01qwp2x4vFBnVICpfnu5/VPsJgB4gmzalbGv282YY76VUKaqjum+fzOARiJvaqCjKKBIYFX1WnRQOHJDtjRvpuaB2bdv7tH07PUMFBABz5zq91h3DMAzDMDoCA2U7qWUUqQhB7Nw5ckhikiQjR45E//790bx5cyxduhRLly5F8+bNMXDgQIwULmJ2wHemyQ0R8ZY6NTBgAFmLtWypFRmEzVzz5tb3VaGCFDvu3fMC3xkAx4/TtGBB68Vna9WiaPGvvop/n6r1ULZswKhRcv7OHfPtRQpofHWhbMVkAipWBH7+mR6G//6bah8JcctWW8CJE4GrV82XK/WWGjSgj9iwIQVcq9y+7QU1KhiGYRKDyChKaPHyBNKvn2uOY6lGEQD06WP8HlGy0OOFItViAgCOHKEB36dPgd69teuS8gMjwyQ3xH2y3h1BBMk9f649+RllFB08KGuXGQ20WAuuA4CXL+k++++/gWvXaFnlytq6qQzDMAzDuIYCBeRDjKgbnhSpWpXGNv38jMf6mCTB9OnT8fPPP2PcuHFo0aIFWrRogXHjxmHmzJn48ccf7d5fCif0kfFkbtygaY0aFF3bsSO9VGbMACpVAtq3j39/+fLRCfbuXYqOq1rV8X12JMK/R2+dp8fXl+pP2EKmTNp2z5703rNnST0pXly7/aVLNHX0BclkooygvHnJk/ToUcp2EseLj6NHjZdv2kSfI3t2vP46Wcz5+ADff6/dLDYWuH6dvhIMwzBJEuHNli6dSw6XPz+dwjt3dsnhULCgNjs0hXKX+OOPVMpQXBpFUpUYe/X4WJEyZaSXHwDkzk1TkTE0ZAjw3XfUTqIZYwzDKKgZRapQJILKVF57jfyX9f6ctvLRR3QSVcmWLWH7YhiGYRgmcaROTQHVp0+bj9clJUwmyn6OiUmaFnsMAODFixeoUKGC2fLy5csjOgHR/JxRlNw4f56mal0dPWnSACEhtj3A+PoCb7xBbW8oUiMe/hxZNFat5i2sJ3LmpKkYcYuOBoYPpyK5t2/TMkvVwR2FKCJ09278D7YvXmhqEZmxeXNcUzhk5M1rvtnly/Z1kWEYxqsQ53TVrsCJiHI6rkpwmTdPW4tOzSgCKHG1cWNKqNqxg5ap9eA9Gn2hJfWDAlSbTyAyBxiGSbqIAZNTp7QKubDVFh7L779PU/05Q29LOWGC8XFevjQXiQBjO0yGYRiGYVxD+vSUcexipwiXkzIli0RJnC5dumD69Olmy2fOnIlOnTrZvT8WipIbK1fStE4dx+1TCEp37zpun84gNlbaqKl1hRKLSFkFpPgjIpXHjaM6RYsXA19/TUVyhfWcmonkDAIC5DHiyyo6e5ZG+fz9gZ9+omXDhsn1BgWIjEossVDEMEyS5vp1mopgACcjhCJX3dvnzw/89puc1wtF6dPTGGpkJFCuHC0TY50eLxTp64DoB2lVP9X4itkzDOP9qCe4XbvM13/xBS2fOpXm9cU5Fy7Uzq9bZ3wcS4WErQXtMQzDMAzDMIyNzJ49GyVKlECvXr3Qq1cvlCxZEj///DN8fHwwaNCguJctsPVcciI2FvjhB/LWjq/+kD0Ioej4cbK2c9EAmt3s2QNcvEiWQfrC1Ynhww8pZbVdO7lMCEUnTlCtI6PoZLUwrrPIn5+8gn76if73RsTEAEJlLlmSajXUry895L75BrhwwextBQua72riRKBLF8d0nWEYxuMQBc9dZBnk6owiPbbUWPeajCI1+n/2bPP16odVM4UZhkmaiBOsJd54g+oICebPJ+/Nvn2B0aOBDh2kHd3bb1PQlREffCDb6dIBbduSC8PHHyf6IzAMwzAMwzDJmxMnTqDcqyjO//77DwCQNWtWZM2aFSdE+RUAJn02vAVYKEpOmExkjSbs0RxF6dI0nTqVXpGR7kvfvHePsoZu3iRroLfekusWLKBpmzaOrS+RIQMwZ452mRCKAOCff2S9g19/Jfu5yEjyO3c2osBEaKjlbfr3B44do3b9+vQ9EVGTwr7uxx/pYblr17i3GQ1cenpSGcMwTKIQNp56GzMnEBvrfqHIFrymRpF6Y/zuu8bb1KkDbNlCtQYZhknaVK9O5/JHj4zX6+/Ts2Qha+6QELmsSRNyDgCAa9foGqEGh33yiXYfERG2KfAMwzAMwzAMYwNbtmxx6P74TpVJPKoYA7ivVlFsLPmhvfUW0K8fRfqJwl0vXsgi1q6oCq63k3j6lDJ0unUD/vuPrOBcMNCIzz6j6ZUr9PdZvpz6tngxFe89d05aagBAkSLa9wuhCKC+nzljeJhSpWgqnpEZhmGSJGJA0QU1bNQMHVfaSsfG2re912QU2cKaNZQJ3LChu3vCMIyzSZHC/JlFrT+nWktbI3NmmWV67pxcfuYMZeUL1q5lkYhhGIZhGIbxaPhulUk8QUFAvXpyXogzrubgQWkLBFDx2AcPqL1hA63LkQOoW9f5fVEzigRVq1JEc6pU5gVxnUWxYjQ9fpweTtu2JXvADh1IMNJ7sutHI1WhCACKFtW8Z/FioFAhYO5cmaTlLp2QYRjG6bgwoygyUrYdmQTraLymRlHbtpSaZU0ESpsWKF7cdX1iGMa96B0Q1Hkb7TkAyMKdir0HihbVblOzpn19YxiGYRiGYRgXw0IR4xjmzZPtp0/d0wdhLacivNDEuo4dpR2bMzESitRC2a7itdeA7NmN1927B0yZIudLljQfQMuf37yWklKEqH17smQvU4YcOcRuGYZhkhz79kl/NRdkFInkJT8/Kca4AnvLL3mN9VzWrGQRtXatu3vCMIyn8v77NFVrE9mCEIq6daNzzP79cl3atMCKFZ6t+DMMwzAMwzAMuEYR4yiCgkhUuHQp/uKwjmLdOlIlOnemETVLQlFoqLSda93aNX0zEmdUOwtXYTIBBQsCt28br790iabvvAP89pv5+tSpgb17qd24MXDxosUi31mzksMd1yliGCZJImxLfXxcKhS5wqVUpXJl4PPP6dJhC15lPSfqBTIMwwg6dgR+/53aAwfS84y99VwLFZLtOXO0mUlhYa4/kTMMwzAMwzBMAuCMIsZxiAEYV2QUrVlDBWS7dAGuXqVMmHv3KOz63XflyNWdO0DZsvJ9Rpk+zsBkAubP1y5zR0YRALzxhuV1wppPpAMZUagQvX75RW77zz/00KuISyIK/datRPaXYRjG03j5koIOAMqgdUFmqruEIpMJGDmS4gdswauEIoZhGD1q3aCUKSld3lI2viU6dpTtpUvpOQWg+2QWiRiGYRiGYRgvgYUixnGkTk1TZwpFERH00CUi/wCqObR7N7VfvABmz5YWaitWAOHhcltbC9M6gnbtgAoV5HzmzK47tsrAgbJdpQrQv7/5Nrb0TWxz7x5Qvz7V6ujcGfj2W6BIEeT1I4WoZ0+pkc2ZA5QoQYlIDMMwXsv161R/L2VKqvHmAtwlFNmL19QoYhiGMUKo4kWKJHwfefJoM+6FD3OmTAnfJ8MwDMMwDMO4GLaeYxyHKzKKSpSgDCKVCxdk29+fpkIQ0tvRuXLEzc+PalqISMUCBVx3bJXSpenvsHs3MHky4OsL1KgBvPWW3MZaRpFARFfqveWGDQMA5AtfCqAvAKBrV0r26tGDNunXD/jrr0R+DoZhGHchbDrz5qVzqI1ERZHgk5AYhTt3aOquGANb8ZoaRQzDMEY0bkw2y6LOUELJkAGoWhXYtUsu09f5ZBiGYRiGYRgPhjOKGMchirRGRjp+36dPk+CiF4n0rFhB04oVtcu7dAFmziRPHVdiMgGHDgErVwJFi7r22CqdOgFTp8oBTr0Fny0jkdmykfhlgXxheyyuc8ZXgmEYxmUIoSh/frveVqQInTrDwuw/pLjc5c1r/3tdCVvPMQzj1ZhMQKVKQEBA4ve1bh15dwo4o4hhGIZhGIbxIjijiHEcIitF2C04ktq1gdhY69vMmUM2dADw/vvAkSMkDoWEkEjiLsqW1dZJ8gTy5dPOV6sW/3t8fEhg+u8/w9X5cUkzrzpwuFqfYxiGcSh2CEWxscCiReQ8Kt62dav9jnVCKMqTx773uRoWihiGYV7h7w+MHk3RATdvWq8TyjAMwzAMwzAeBmcUMY5DeOtMmgTs2OG4/UZFAbdvmy9v1Ehbf6dWLdn28QF++om8e9wpEnkqgYFascjWKHkrI5b5cFkzf+SIbPvwmYZhGG/m8qvzm15kN+C336jkRfHicpmo42MPV67Q1NOFIq5RxDAMo2Ay0TPI6tV2WZUyDMMwDMMwjLvh4VvGcQih6PJlqoGzZg0VpzGZgAED4s8IssTQocbLS5UC3nyT2nnyGIsdCSkMkVzYsgUoXx6YONH296geSCm0CYk5cUMzr+p2nFHEMIxXI1KDbBCK3n+fpmrNnuhooG9f6Y5qC95mPcc1ihiGYRiGYRiGYRjGe2GhiHEcel+dX36R2TyTJwPHjiVsv6tXGy9PkQJo0gT466+E7zs5U6AAcOCANisrPtTQ9oYNNat8X8tv8W2cUcQwjFdjR0bRkyfmyz77DJg2DWjTxvZDsvUcwzAMwzAMwzAMwzCuwq7h2+nTp6NUqVLw9/eHv78/goODsW7durj1z549Q0hICLJkyYL06dOjbdu2uHXrlmYfV65cQdOmTZE2bVpkz54dQ4YMQXR0tGabrVu3oly5cvDz80PBggUxZ86chH9CxnUULgz07y/n9bVsTp1K2H79/Gj6++/Av//K5enTU6pKkyZAxowJ2zdjHzlzyraa6VWnjlUfds4oYhjGa3n8GAgNpXahQlY3tZQ4e/68bD97Fv8hnzwB7t+nNgtFDMMwDMMwDMMwDMM4G7uEoty5c+Prr7/GwYMHceDAAdStWxctW7bEyZMnAQADBw7En3/+iaVLl2Lbtm24ceMG2ijhsy9fvkTTpk3x/Plz7Nq1C3PnzsWcOXMwcuTIuG1CQ0PRtGlT1KlTB0eOHMGAAQPQq1cvbNiwwUEfmXEqqhf3hQvadWfOAHfvAhs32mdDd/EiTYsVA6pXB0aNAipXBvr0SXx/Gfto2pRGLVu1InvB6tVp+bvvAhUqYDwGIy0iUSbbNe37YmJs2n1YGNXlOH0aOHgQePDAsd1nGIaxm0OH6ByWKxcQFGR104iI+HdnVHJPEBYGXLsm4ywyZQICAuzoqxvwBKHozBmqi5dQh1uGYRiGYRiGYRiGSe7YJRQ1b94cTZo0wRtvvIFChQrhyy+/RPr06bFnzx6Eh4dj9uzZmDhxIurWrYvy5cvj119/xa5du7Bnzx4AwN9//41Tp05hwYIFKFOmDBo3bowxY8Zg2rRpeP5qhGHGjBkoUKAAJkyYgKJFi6Jv375466238P333zv+0zOOJ1Mm2db775w9C7RsCTRoAEyfTiM6S5eaZx6pbN8uCx+IfY8eDezZw1lE7iBfPlJyVqygNKGNG4G//wY6dgQqVcJgTEQ4AnDoTh4MGiTfZrocGu+unzyh4u/58pEmWKECULu28z4KwzCMTezbR9NKleLd9Nq1eDfBo0fGy1+8IB0qTx7pphpPApNHkDIlTd1Vo+jsWaBoUaBsWWDrVvf0gWEYhmEYhmEYhmG8nQRXDnn58iUWLVqEyMhIBAcH4+DBg3jx4gXq1asXt02RIkWQN29e7N69GwCwe/dulCxZEjly5IjbpmHDhoiIiIjLStq9e7dmH2IbsQ9LREVFISIiIu71yNJIDONcQkLMfcbSpaPp2bPArl1yuy5dgPbtaWrEy5faukdZsji+v0ziSJ0aqF+fMskqVgQApMBLmABkDDsTt1nmhxc1b9u1i0oj/fqrjAA/fVpaLQm49BTDMG4hIoKuZfXrUy03wOlCkXq+E1Z12bPHvz934+6MosOHZfunn9zTB4ZhGIZhGIZhGIbxduwWio4fP4706dPDz88PH3zwAVasWIFixYohLCwMqVKlQkZdlkeOHDkQFhYGAAgLC9OIRGK9WGdtm4iICDx9+tRiv8aNG4eAgIC4V7Fixez9aIwjyJRJO2oDAG+/TdMjR7TLf/uNprt3A+fOme9r7Vrg5k1qT5sGpE3r0K4yDkZnyVR+oUwpeh6TUrOuWjVg0iRyrNu7l5ad22HFj4lhGMaVBAfT9J9/gMWLqV2kSLxvS4xQtHOnbIeH0zRNmvj3527cLRRdvSrb4l/FMAzDMAzDMAzDMIx92C0UFS5cGEeOHMHevXvRp08fdOvWDadOnXJG3+xi+PDhCA8Pj3t5Qp+SLdmyaeeN/MNSp9bOb95svs2JEzTt0gX48EOHdI1xMiVLxjUbYx2aYg0A4MKzXHHL9TUkdu2iwP13BhiHzr+M5qITDMO4GKN7iJw5431bYoQikXALyOxKb4iP8CShCOA6RQzDMAzDMAzDMIxjGTduHCpWrIgMGTIge/bsaNWqFc6ePRvv+5YuXYoiRYogderUKFmyJNauXatZHxsbi5EjRyIoKAhp0qRBvXr1cF5YjLgBu4WiVKlSoWDBgihfvjzGjRuH0qVLY/LkyQgMDMTz58/x8OFDzfa3bt1CYGAgACAwMBC3bt0yWy/WWdvG398faayE1vr5+cHf3z/ulSFDBns/GuMosmbVzufLZ75N06ba+S1bzLcRdSHy53dItxgXsHkzsGwZMGgQTAAmgrKKTj/Jh5gY2kRfumrwYOu7jLof6fh+MgzDGDFzprl9KkDLjK5lOhIjFB06JNt37tDUG4QiZ9UoevbMNvHpyhXtfCRfMhiGYRiGYRiGYRgHsm3bNoSEhGDPnj3YuHEjXrx4gQYNGiDSygPorl270LFjR/Ts2ROHDx9Gq1at0KpVK5wQiREAvv32W0yZMgUzZszA3r17kS5dOjRs2BDPnj1zxccyI8E1igQxMTGIiopC+fLlkTJlSmzatClu3dmzZ3HlyhUEv7JwCQ4OxvHjx3H7trSY2rhxI/z9/eOs4oKDgzX7ENuIfTBegAgvFgQGArduAaotYUqtFRmWLgXOnNEu+/dfmlav7vAuMk4ia1agTRtgwgRg4kQUQCgA4HlsKhQtSpvcvWvfLp/djnBwJxmGSfacPQtcuqRddvgw8P772mXnz5P16YoVgM4W14iECkUvXgAXlVJu69bR1BuEImdkFB0/TmUJg4KkA60l9BlF9l5jGIZhGIZhGIZhGMYa69evR/fu3VG8eHGULl0ac+bMwZUrV3Dw4EGL75k8eTIaNWqEIUOGoGjRohgzZgzKlSuHqVOnAqBsokmTJmHEiBFo2bIlSpUqhXnz5uHGjRtYuXKliz6ZFruEouHDh2P79u24dOkSjh8/juHDh2Pr1q3o1KkTAgIC0LNnTwwaNAhbtmzBwYMH0aNHDwQHB6NKlSoAgAYNGqBYsWLo0qULjh49ig0bNmDEiBEICQmBn58fAOCDDz7AxYsXMXToUJw5cwY//vgjlixZgoEDBzr+0zOuISiIKnKfOgUULw4MG6a1nqtZk7xidu+Wy2JigAcPqF2qlGv7yziGdu2QEtFxs+fOAdHRwOPH1t/mY4rRzD8LjWeU0AHExAAbNtAr0bZFz5/TB2Us8+mnQI8e5nXLGMYV/P47XYvKlaMaRFFRtFwUTBOMHAkULEjWpy1b2rRrIRQ1a2Z5GyOh6OFD4OVL8+XJtUbRhg2UfXr/PnDgAC07ftxc24uN1WZiAcC9e47rB8MwDMMwDMMwDMPoCX9VWDhz5swWt9m9ezfq1aunWdawYUPsfjX+HRoairCwMM02AQEBqFy5ctw2rsYuoej27dvo2rUrChcujDfffBP79+/Hhg0bUL9+fQDA999/j2bNmqFt27aoWbMmAgMDsXz58rj3+/r6Ys2aNfD19UVwcDA6d+6Mrl274osvvojbpkCBAvjrr7+wceNGlC5dGhMmTMCsWbPQsGFDB31kxiXMmwfkzQts3AgIG8CgIKo79PXXwCefUKbRd99Jq7qnT+X7IyIQ51WWKZNr+844hty5gYgI+CM8btH9+2QnZI1cubW2T892WlbnHcXs2UCjRvT66CMAmzYB7dsDYWH27ejrrylzrkoV9xXs8HSmTQO++gqYMwcoW5Yy0Nzov8okM2bOBN55h1SZBw+A+vVJBLpyBdi/n7b5+GNK8fn8c7t3L4SiN980Xyeyg4yEIr0lp8BIPPI0hFDkSOs51er53j3g9m2KGSlQQCvmq9penjw05YwihmEYhmEYhmEYxhYePXqEiIiIuFeUCCS1QkxMDAYMGIBq1aqhRIkSFrcLCwtDDp0zSY4cORD2aqxRTK1t42pS2LPx7Nmzra5PnTo1pk2bhmnTplncJl++fGaFm/TUrl0bhw8ftqdrjKfRpQu9LFG4MHDjBtV96NyZlj17RiNA775L6ScAjay9yjZjvJAMGZDd9yIiXgYAAO7eicWzxy9h7dTz2WcmbNhApY4A4MaVaLzmxC7evw+8956cnzoV6Dr1E6xBM3ycfhwy/DLZth1FRVEGwosXwMGD9GLLTC3XrgF9+2qXrVhBg/QibYBhnMWyZdJaLlcu4Pp1am/YQCqxz6vYmdq1gRR23R4BoGxJUaaxbl3z9ZkykSCkCkXh4cDEiUD58sb79AbrOeEk60htXBWKNm8Gpk+X87duUZwJoLXre+MNsqEbOhRo0MC41BTDMAzDMAzDMAzDCEQpHMGoUaMwevRoq+8JCQnBiRMnsGPHDif2zD0kukYRwyQYMYojvHWePqXCDHPmALt20bICBdzSNcZx9Mj9T1z73oUHeHbJuipetSrwxx9AKl+yb9u214+yy44dc4ql22+/mS+rhP34AqMwakd923e0c6c2pN5N6r9H06+fbK9YQRmHAIlqoaHOPfa5cyQUeEOKBuMYHj2i+nf37wNffAG89RYtDwkhRUG9+Tt9Gjh5ktr58iXocLdu0TRNGsAoqEhkpKtC0fz51LVOnYz3Wbt2grriUpxhPacKRfPnA/v2yXnVfk78LVu2BEQN0WPH6JTCMAzDMAzDMAzDMNY4deoUwsPD417Dhw+3un3fvn2xZs0abNmyBblz57a6bWBgIG6JgYJX3Lp1C4GvIh/F1No2roaFIsb9iHpFT59SOodKxYqu7w/jUIasrRPXvnvmLp49eGq43celN2LJEiodAgAV8pF/0MuLlwFfX6B0afNsFAdw58JDi+sOn09HvnS2MGWKdv7772X78WOgWzdg0SL7O5iUEBZzdevSyG7p0nLdsGHApElysN6RREVRLbS33iLrOyZpM306UKMG4O9PFpKvvw6MGkXrKlUCxo+nQIWRI2m9nqCgBB1WCBUZMlBy0p49QP78cr1wUVWFIpHUZFS7rW5doFq1BHXFpThaKHr4kKzmLPH++5SwHBsr/5YZMmiPf9P5pe0YhmEYhmEYhmEYLydDhgzw9/ePe/lZcLWKjY1F3759sWLFCmzevBkFbEhsCA4OxqZNmzTLNm7ciOBX7kMFChRAYGCgZpuIiAjs3bs3bhtXw0IR437UjKILF7TrWCjyelIWewNNM1OG2J0L4YgKNy5S1LHlE7RrJ+cr1yA/oydQvJd++snh/Xt08JzFdekQCfTqZTmT6eJFqrczdiywahUtK1uWphcuUCbU0aPAjBlUt6tjR2DNGgd/Ai/h1i0pAk2eTAP1WbLI9UuXAgMHUirGJ5847rgHDtD/R0RozJjh2GIqjGdx5Qrw4YeAmgIu/OAAYO1aGZxgMgGLFwOtW8v1KVPK1B87EWX2hF1c5crar7KRUKSvp6M63n30UYK64XIcXaNIiGeWOHYMWLCAkhCFoCRKIQq4ThHDMAzDMAzDMAzjKEJCQrBgwQIsXLgQGTJkQFhYGMLCwvD0qQyG79q1qyYjqX///li/fj0mTJiAM2fOYPTo0Thw4AD6vgqCN5lMGDBgAMaOHYvVq1fj+PHj6Nq1K3LmzIlWrVq5+iMCYKGI8QSEUPTsGRVsUGGhKEmQNSPZfb0/qyJ27iLLQV9oxZeAfBk182lzk4igEYoA4PJlh/bt0T3Lo5vp8CpFwNKo40cfAZ9+Cnz2Gc1Xrw6sX0/tmzcpE6pMGWDIEPme5JpVNH++bIuq8z4+xkVYvvlGW3wkoTx5AtSvT0KR4PRp4PPPE79vxjMRtqVGvPGGVpwUqJltPj4JLm7z5AlN1a+00KQAY+u5GzdoKur8lCwp12XMmKBuuBxH1ygSmVm2bPfdd9TOkEH7r2WhiGEYhmEYhmEYhnEU06dPR3h4OGrXro2goKC41+LFi+O2uXLlCm4q9hZVq1bFwoULMXPmTJQuXRp//PEHVq5ciRKKV/3QoUPRr18/vPfee6hYsSIeP36M9evXI7U6mOBCWChi3I9qPaf6zfj5yewMxqtp39EXaUCjqBP/phNiZtzXbJPj9fSaeTHY+qRcDe3Otm51aN/2XCGbqQw+5t5P+XGJGuPGmb/x4UPgr7+0y8aMAbJnp+whS5w4IduxsfZ11psRRUZatgQCAuRyS2kTQijauZOEOGFbZw9jx2qzSQRHj9q/L8Y72LuXpn37mttBXr1q/J5mzWS7VKkEH9pIKFKz1kVG0Z49pFdevQr8/TctmzcPKF8e6N0b+OADoFYtqtfmDTjaek4IRYGB5BpoCbWsWYsWWufaiAjH9IVhGIZhGIZhGIZhYmNjDV/du3eP22br1q2YM2eO5n3t2rXD2bNnERUVhRMnTqBJkyaa9SaTCV988QXCwsLw7Nkz/PPPPyhUqJALPpExLBQx7keEWasZB9u2UeaI6sPDeC1NxlbF5YW70CHThrhlOSCLtWXEA6TPp430jxOKCpehau8CB4aKx0Y9x8knrwEAJo15hP4faYWbaLz6/unt4g4ckKO+gs8/l5Xnu3SxfNDTp2mEs0AByl6oWhV4+TIRn8LDefyYsqwOH6b5Pn206/39jd83cyb9rxs1IsGnbFn7Rn9jY82FAiHsrVlDtoBM0kPYG5YpQ6Kkisj801O+PHD2LNChg+VtbCA+oUh1tCtWDPj9d3K1rFmTDn3gAP08pk8nPVxk6ng6jhaKRL2mPHmAc4ozqD7DKiyMpjlzUi2nwoWp1Jm6D4ZhGIZhGIZhGIZhbIOFIsb9iGrfah2YGjWAHDnc0h3GOWTrWA+/32uAVYO2oVv6PzCq9fG4dXl9rkk7sleIwdbffzdhX3Q5hGAqjqOEdWspO4k8fyOu3bh7IF7GaC2nJmIwZuNdym5ZskSumDBBu6ObN20bYE6XjkZTK1QALl2iZbt3y8HtpMaJE0Dx4kDjxrL+mGrzBdDorhFLlwIffyxHfCMjtWJyfNy5I1MTRoygvqi+XqdO2b6vhPDokfVjbNhAn71ZM6BKFaqdw9jPkSNAt27AnDkkDp45Q8uLFgXy5qXzxfHjwJ9/ai0g9RQqRMpN8+YJ7oq+RhGgtZ4LCtJuL1w0q1VL8CE9AkfXKBI/23TpSEufM4fcKIsU0W4nhCJVa07/KjGVhSKGYRiG8XzOnaP4ujZtgLZtgT/+cHePGIZhGCZ5w0IR436EUCT48ssE14hgPByTCS0m1MKcR2+h2hcN4xbnyfiI6vko5M4t25W/aIofEYJg7AaWLwe+/TbxfTl6FHdH/QAA8DNFITDIhBYtzDfrhdmIBWgwWqQMiMFoQWCg+XdWWK19+illLMybJ22t7mtt95LkU9GFCyTMXLkil2XMaC4AN29Og/RGbN6snR8xwrZjx8ZKX6rAQLIELF6cxMh8+Wi5JRsyR9G5Mx1z0SLKhFJ9sh4+pEypc+coy2nvXqBpU9v2++efQEiIeT235MidO0C9evTb6tED+P57+X8VAmRwMFCiBAlyTk7RET/rDBnkMjWjSKeFx2XLZM3q1G45HWfVKEqXjqbdugFDh5pdIuKEItXJkoUihmEYhvEepk0DFiwAVqygR7xXtb0ZhmEYhnETLBQx7idvXu18rlzu6QfjUtLmzBjXzp7hqdn6hg2BBg20yyLxahRw2DDj2jP2UL487i3fCgDI6vcYJhNQvz6wbh0wYIB20ydICzx7Jkcm1VpabdoY779iRRIsxo4lT6kuXYCRI423dXZ2izsQxVdU0qUzF9RSpgT27ze2oNOLOdYKlghCQykNoUoVmlcVR4BEAwC4di3+fSWUixeB1aup3bEjjWQXLiwFxl69ErbfmzeBt94CfvyRRLevvnJId72K27eBUaPoBJE9O3Dvnlw3eDBN8+UDsmQxfr+TOHwYGDiQ2gULyuWqUJQ9u/Y9//xDUxd31eGoGUWOKLumF4oEeifa6dNpykIRwzAMw3gn4nFOlIu8dUvG5TEMwzAM43pYKGLcT5o02pBqbw+vZmwifYAMD09VKL/Zel9fiiK3yKZNCTvw/ftAlSp4/tIHx0FWZFlyyL40amSe5PYo+6uR34MHqTbRjVeWdb/9RtkMttKokXZeFLkTHlRJiRs3zJeJGk56/P2B8+cpdQAwF4tFcRL9yPH58yQEZcwIbNlCy/r3126jT0MQaR3OFIo2bjRf9uIFsHIl1cJZtsz4fda8u44eJVFdTduYNCkxvfQ+YmKADz6gmmWqEPnuu9rtrJ44nMP69bJdr55sq9ZzaqaRSvnyzumTqxBCEZAw+7mYGK0mbEko0v+UBWw9xzC2cesWvRiGYTwFcc1v1EjeJyXFxyKGYRiG8RZYKGI8AzHobzJZrlnCJCnUQb9M5Y0zRYwcyW71G0uNb75J2IFHjwb27kVLrEIPzAEAZH09o2YT4U4meJQukBp9+2ozmTp0MB/NjI/168lu7epVWZzk6NGkZSX29ClZSApmziQrNmsZMNmzAz/9RIKPWg8KkFlBERHa5Zs2Adev099uxQrKLlm3TruNPoNJ7Eu1xHM0x48bL589G6hTx/L7jMSrwYPpM/Tpo63jBpD12pEjCe6m1zFlCv2f9QwapP0ddu7suj69Quh3b70F1K0rl6tZMEZCUY4cMsnNW0msUNSnD2mgCxfSvBg0EqKPQJ9RJOCMIoaJn9u36d4mf37g7l1394ZhGIZQg0NEoB4LRQzDMAzjPlgoYjyDUqXIVmn3bq1vD5OkmTULqFlTOkbp0buGAcDWEq/Mq/fvt3+0Y948XP9hGb7Dx1iPxnGL9dZPTZsCLVvK+cM+r0L+Vcu5d98lizN7adiQbMly56bveuHCNLq6YQNw6RLZkzmq2IerOXMGmDgRSJtWLlu8GOjdG5g/39xmUo+fH2UdVa4MlC0rl4snxyNHyLZt+3YShB48kNv88AOZnEdH03tF9tLHH2uPUawYTbdudYxPlhFCKFJ9xwCq23TzJtVuOneOPof6Offt0/bpwQP6ewJ0blQRX9pBgxLXV2f9DRzNixfS201QsSKwaxfVglKFYyMbQycSEUEe+4B5MpwqnBh1Kylc7tTSTwk5dc2cSdNOnYC5c6XIE5/1nICFIoaJn//+A6KiyEX3zz/d3RuGYZILsbFUrvPkSZo/c4YMGcTtp7hep08vA/VYKGIYhmEY98FCEeM5BAbSADGTbOjZE9i2zbLboMlkPjb8JGWAHBkU1eMtsWoVFTrau5dC1rp1wwiMxVB8p9ksZ07t21KmJJcwoWt8eaunduNhw4AxY6wf21ZatKDp228DBQoARYtSsSRv48wZEkD0ql/Fivbvy9cXOHSIFLs0aYDPPyfLP4CycmrVApo0oVFlFTHi3LEjsHQpsHMn0LatdpuGDUnIunSJrAQdTWysFIpmzwbeeAMYPlyuf+MNyoR64w2gRg36nL1707oOHYA33yQvLgA4dsz4GMWKkcoKkNiU0PDwly9JqTCZgL/+Stg+XIVeKBs5Eti8GQgOpvmQELL8c0O9r3feoeQuQJtdA8ivLUC6oXBRFKiaqreiCjiJ1bi7d5eugmw9xzCO46lSClK43jIMwzibbdvotlxkTxctSonfwqVZzShioYhhGIZh3A8LRQzDeDTDh2utmZ48AZA5M83EJxRNmkRPIrVqAZ98AgC4DW1F+XfftZyUIUqfvPRVRn+//Rb4+mtzdSmhtG5tvmz7dhJC9u51zDFcwW+/mVujAfFnEVlj2TKylitXjgSAkiW168+e1c4LkaBwYVIfq1Y132fatCRAASRimUzaAjOJ5cYNygTy9SWR6tw5YMgQuX7ePCBbNu17VK/DLVvovb/8ohWKUqQggXTaNBJ1WrWiv8vLlySaJISRI4GLF6ktqgh7Ktu3y3ZkJImHem+yevVoBMLFqBqbPons9ddJvxSOeXqhKE0ap3bNJZhMUiBzRDLkuXM05YwihnEcanH4kye9J5mUYRjv5sIF2VbjmkJDaWpkPXfpkit6xjAMwzCMESwUMQzj0WTLBvzvf3L+5k1IoejePfM3PH9Oxe4XLiR7MYD8VqZOBQA8hnZwedYsy1pG41fudI9ilBHLdu3s/xDWCA42Hi1etw7o2tWxx3ImixfT9LffSOQQWEoDsAU/P5mSERhI2TezZgHly1t/X3winv5/2KqV/X2LiTH+/r36nuGNN4DUqamdKRPw88/0qlLF/D0VKpgv++ADKRSNGAGEhVGI5YcfyifpNm1o+tNPJNLFxJA9oi0jgDt2WK8Z5Wls20bTadM8Kg1HL4zoM4oAShgTXzG9E6IHfZREIT53QmoU6Xn5kqb606KlU4kloYgHwhlGogpF9+6RIMu/EYZhnI3qGqGWmRR1GzmjiGEYhmE8CxaKGIbxeMTAIUCliRAURDNXr5pvvHw5MGoU0KkTfkQf5MEVHGg1FrEAGmI9tqMWAOCrsTEIDaVoeEuIh5hHPgGUrbBhg/FIcGIJCTFefu4cKWU3b8plL19SNoUYOPcE/v4bOH+e2k2bAl26AKNHkxjhSFKkIL/CAwdk6obJpPWeKlaMatZYo0kT7XxCRsv69gWyZ6fvBEA1kvr2pWwzwDyzpVcvehnRsCFlv6lkzCj/xyVLUk0idUQcAPr1o2lMDP39x4wBcuQwzlLTY5SFpH7PrBEbS7+xjh2pRpCzefFCHqdmTecfzw4OH9bO6zOK9PTpQ+6CgqQiFIk6RfZmFE2ebHmd/lSrZhS99ppsG1nPRUd7b6k3hnEGqlAE0GUnZ06ZVMowDOMM1Gvxe+/JtjgnsVDEMAzDMJ4FC0UMw3g8qqPZ338D14Je1b3p0weYPl27sTLYvRxtcA15MPje/3Ab2fE3GsatK1POJy4xwxJxQlGkL2L/3kj1jhRevKAkF1FSJsF8/jkN8u/aRV5VKnfvymwdgOryjB4N1K7tmPB9R9BQ/l0REEAjuqNGAdWqOe+Ye/YApUpRhdwHDyj75vp14MSJ+P280qUDJk4EcuWiefGPtpWnT+l7FxMDfPMNHfOjjyjbRdC3r3377N+fvDaE38adO1J8K1jQ+D3+/kDp0tQuVoy+FwDV5tKPCuoRv5MMGeQ+1q2zra87d1LW3qJFwFtv2faexHD8OH2eTJnoc3oQ+sGM+HRkHx9tCbKkIhQl1Hpu5UrL64T4JFCFokaNZFv9uat2dWw/xzAS/SXh8mVKVOV6RQzDOIvoaCrLacS1a3TrrgpFOXJQ2yhhn2EYhmEY18BCEcMwHo8aMQ4AReZ+gpfi9PXhh9rRWkU8eYiMAIDt/5rwUzvtk4pwBbPluNHRWl9twSefkAvajz/Gvy+rpE1L9mLBwcDu3TBTsAYOpNo3APD++3K5p9QwEpkurqwPU6YMcPQo0L49jb6XLEnh0dZSxFQGDiSxCQDCw+3LKjpwQLa3bDGvndS0KVC3ru37E+TLRy995lBgoOX3WFqnr9+kcvcucOYMtS9elGLPH3/Y1k9RCwogwUmtH+QMTpygaenS9L/2IB490s7Hl1EEaIWNpCYU2atdWxsM0gtFqvVcrVqyrf7kU6aU/wMWihhGcvu28XJHlVtkGIbR8/33VKfRiM8/p9s6cd+QLp28J3r2zAFBeAzDMAzDJAjPGnFhGIYxoGVLoHNnoEgRmo98ngqXkU9u8PPPsh0RAQC4j0w4CFn7ZdTSEpp92uIg5+8PlC1L7Z49zddPnEjTfv1kOZlEky0bVXhdvVo7UtqmDWVWqOlVLVs66KCJRDzZ/fabe/thL0KQiY6mp1JBTAwJdv/7H9X/Ubl719y6TiVTJm1RrYQgMnwE2bJZ3laEX+oRIhhA2Um1awOffUYZS8LGrWhRMo8XBXS2brXtyXzVKu18rVrav5+jWb6cpvFZCrqBzZu187acV1QxRRU8vJmEZhQZCfACvVC0c6ds16lDbo+dOmkztACZIMhCEcMQL14As2dTW3958TDtnWGYJMTq1bZvmz69Nnjm6VPH94dhGIZhmPjhxwOGYTweX19g/nzg9GmZvHECivDz5ZfA0qWUGfJKKOqFWVb3qeot1hgyhKZr1gD371veTj/4kmiaN6dR1+zZaX7vXnNh6P59qmOk59w5YPz4+EdKY2KoyMrvv9v+B9GzY4e0McucOWH7cBfp0slRsv/+k8tnzQKqVgXGjQM++EArgnTvbvnvumkTCTFVqyauXx99pJ3Xj5irtGypTY/r2pWm334rFYmcOane0dixQIECwNChtLx6dZrmzUvTp09JOGrf3nKG1cWL0qLus8/kckf5Fz18SP+LlSvpRz98uBSmXJmxZiMLF2rnbckoUuvrqBZq3kxCaxQ9eKCdV7ODVKs5gMrEAUCFCqSd9u0LLFhgvp2oU8RCEcMQ//5LNk/Zs8vTvyAqyj19Yhgm6WOrs7OfHwWcqBnXLBQxDMMwjHtgoYhhGK+iUiWa7kawdkX79kCVKrh76TEaYj1WoE3cqnbtzPdjq0XS22/TNDZWO6j58qX5tva4l9lMaKgcfQ4NpamauTNsGLBhg5w/cAAoXJgUrgwZjEeBVq8Gvv6abOzKlQPeeUdmbdjD338DNWrI+SxZ7N+HO/HxoVFnQJuuoK979d13ZOX28iXw119yef/+VJk3JAT4+GNKc9D7JCaEtm1JkClRApgxw/q2bdrQ0/SvvwITJgDdutHyS5eASZOorRcBz56lJ3KRJpchg/T1evCARNcPPpDb//UXZR0tW0ZpHLGxVJfqiy+AQYNomz59rNvdGXH8OH33jhyh+efPSXEtWBBo3ZpEr6+/ltt37Gjf/t2ALRlFLVrQV+zixaQTzZ+QjKKXL80T0bJmlW29Pjp6NJUB27bN+n6FUPTuu7b3hWGSMqdP0zQ42Px+iIUihmGchbUAO5Vy5Wiq3hMdPuz4/jAMwzAMEz9JZIiCYZjkgkjW2FkmhGqXBCuC0ZkzWPtnNP5GQ817xo0z34+tGUA+PtLdSy0GLcqmqIiCrA4lbVpKZ1Jp1kwO0K9cSWkJ69fTvN4qbfJk7fyDB5SFMnw4Zc4ItmyhOkhr19o2crRxI/VD8L//yRFab6JMGZqGhcll+sIxI0eS7+HKlXLZihUkxPz0EzB1KolJttZHsoUCBUhIUWtSWaN7d/pOVKkil33+ucwwUuncmUSdypVp3mQyVz6Fqfz58yQSrVpFtYyE+CT61bu3fI/wNgLoO3TpkpyPjQWuX5dq6v37QKlSlM02diwt++MP4MoV489XqZJXZKzZklHk60s6XIECzu+Pq0hIjSJ9tHCjRlonRb1QlCMHlaSLr66TGGg6dUqWdmOY5Iwo4/jaa/S7EsmkAAtFDMM4D6M6hEbJ4UaJ+J07GwflMQzDMAzjXFgoYhjGq6hWjab7z/jjRaHiwKJFmvXPkNrsParVE0Bj0dbKvugRVghiYPPvv6W+oKIvbO8w6tUDihWT8/7+ZE+WKZNc9vnnNH34UPteEZJ35QqlMFy4YHyMP/6gkdqmTYGKFeOvOTNtGo0K589PvjZffmnPJ/IcxMj0rVtyWb58xtuK9LK+fWVdH08jbVoS+wBSLufPl+sePiSBZv58+r/FR/v2QKFCxraENWvStEgREsoAGbZ+/jxlChUoIAt5TZwI5M5NwlJMjLawzD//AEePGotiBQsCXboAS5bE3183kFp3urEloygpkpCMon79ZPvUKdIiAwPlMmuOi9YQyXGAY7VbhvFWRC0wcd+zfj3QoAG1WShiGMZZiHPPkiXAmTNUz3XZMvPtxLOdyu3bFE/EYhHDMAzDuBYWihiG8SoKFaLBv2fPXj2A5M5NwsYrnsA83Fw/WJgnj33HFBHsIqPoq6/kuiJFgIAAap84QTVL9u2zb/82sXMnPWmJQft8+Uj4EYhUBlGYo1Ytmh4/TiNBpUsDr78O9Oih3W/hwjSyevcubSveM22a9f6Eh9N03DhteLK3IUamRUZRbKzlzCjxtNq5s/P7lRiEiKOSMiUJjKq4qLJvH6keCxdKoWzpUuNtS5bU2gyK8NA1a4CgIPqRCivDwYPJGvHjj2l+9mz6vh06JN8fHk7K6+PHZN934waNGnzwAYlO8+ZZFu/cSGys+SCrLRlFSZGE1ChSy1oVLUpik7WMIltRaxaxUMQw0llVnLbTpSNnU4CFIoZhnEN0tIxdq12bHjdKljR3aM6dG3jzTeN9nDpF9dUYhmEYhnEdLBQxDONVmExyHP/RI5DP0J49cZ5HRkIRIBMoEjLerBeKVA/tM2dksdYGDYBOncjRS3XdcggZM1JxATVcPmNGysQAgP37acRHCEUi++XkSWDuXPm0dvIkTcuWJdu0HTtI7dKzZ4/1/gifvXTpEvBhPAg1o2jBAvrn/vwzLQsKMn5PwYKu6VtCSZeO/ucqadJYHzWvWJFS5jp2lCOIKg0aAG+8QV/2deu061T7R9XCT9Coke19nz+f/u47dpjXivIwoqLM65JxRlHi9uMIoUg9P3MkMpPcefoUOHeO2tmzy+VC1GahiGEYZyDqE5lM2hglNRO7dGng6lWteDRmjHY/HPDBMAzDMK6FhSKGYbwOIczEWb35+FAYeapUZkJRhQo03bCBHKz0Y9y2oBeKIiKM+6PicKHIEiVK0Cjtkydkh7ZjBy1//XW5jbD0ypaNinxkzUrL3nuP2rlyme/3jz+A8eONj/n4MQlTgPcLRSKj6OZN+oKo5M1r/B5LWTmeRNeu9JT+88/0/VB9vuLD6PMVKECqaFiY+fdFeDPGx65d2hpKo0Zp15crZ/xd9FDUmmWC5JpRJPRrIczcukVly9SkR1twhPUcC0WMN/LyJTB6NNCnDyVS6rl4kX5TqkuqLQwcKNvCbg5goYhhGOcibOcyZdJm+qpCUfny5u/T31ImNgCFYRiGYRj7YKGIYRivw0woEqxZg6cFimkWCZewQoXIwcqoiGp8iIcWMTCsHrdqVbJN0OO0ekV6fHxI7AGo8IAgXTr60Cr58pGl3J072nowqnWcmh0yZIh5ygSgNRP3dqFIpDCEhpqvU0WNzJlpmjOndiTak8mUCejVi7LJxo61/X3vv08hnMOHy6f72rXpc6c1ztjDunX0nsmTKSuoUiXgm2+0fQkOBv76C1i9mjxJRo+m72ybNiRAHTyYwA/qHkTNMpXkmlGkF4q6dydXSuGAqcdIZAMck1Gkvo+FIsZb2LyZSg3OmGF8ug4Opt+UPZr/lSuUOAwAdetqT98sFDEM40zu3aOp6lQMkFAknqvUcpUC/W1mfCVTGYZhGIZxLCni34RhGMazsCgU1a+PJw0BzJCLEjrYqCIeWsTAsDjuwIHAsGHkwrZ8ORATQ0k4d+64UCgCgBUryO9OJX9+4McfgXr15DJR30jP8OE00nvqFDBxItC7Nw3mAzR6pZqHb9tG1WgFloQDb0EdmdbTujWJRcHBwIULwJQplrOsPBlbM34E1avTSL6fH2Wd7d1LtofWaNSIfiCpUpFgJBTa6Giqf/TLLzSfOTPQvLl8X8OG9PIinj4FmjWTdpYqydUiRQhFPXuSviwsZyzVFhADSABw+rRsOyKjSHWMZKGIcSWXL1Nib/nywKxZ8W///DnQvj1dbtWYjFOnzLe9fZum9ujpM5R7IeGoKmChiGEYZyIyikQsm8DXF9i0CTh7ls5/evSBJHyOYhiGYRjXwkIRwzBeh0WhCLIUj8AREf5CC4mMJC/tmzdp/sMPpc7w8cc03bULWLUKCA9P/HFtplIlEnfESFDVqmThpU95sOSHlyIFedoIVq2SI94jR1IFWpE2tWKF9r32ihCehih4JfjuOxrpBigMUqRE5MtnudpuUkR4g+TPb6yIGGHku6Z+r5IIs2aRfirImFGed2Ji3NEj96OWThMikTXEAFJgoLZEWsmSJBClTUvJewnhk0+AxYupzUIR40rGjgWOHKHX11+bD5Dq+ftvutzqOXuWhCMj4dme34Vwoq1eHXjtNe06cbrmaH2GYZyBELWNasMGB2sNDFT0WUZ8jmIYhmEY1+Il/jkMwzASa0KR3r/fyDnNXoQWMnq0tmyNUW0iUZB18uTEH9cupk2jUaE7d4Dt22lZwYLA3Llym/hGrVSEQLJrF5AnD/D22zT/7780rVqVRJWCBRPfd3diMtHotKB9e1IXc+UyH1ljGAA3bmjn1ZJO3uJK6GhUocgWREaR/pQUFARcv05OkEbnV1soU0a2WShiXEVEBLluCs6etb797t3a5EqALrc+PnRvIwJS9OhjGyxx7Zq8XOvLwQGcUcQwjHMRxgRNm9r3vlKlyL5WwEIRwzAMw7iWZDqkwTCMNyMGEDdtMl+nF4quXEn88URGkV6Yyp7dfFsjbSEmhqKGr19PfF8skjIl1Q7KmlU7atu1K9WBKVUK+O032/f3xRfa+SVLgJUrgUOHaH7gQJlG5e3s2wdMmkQje3nzkn/Q2bPeb6vHOAV91mK6dFQKqkkTreaYnLBXIBMZRfraBQCQLZtWfEsI4tzMQhHjaJ49o0vphQva5deuaUWXCRPIqfXffynDSOXOHXPLpZ49KcK+QAGaP3uW9jl9urb8oK1CUY8esl21qvl6S0LR338D587ZdgyGYRgjQkOB48fpcaRJE/vfr7o865/rGIZhGIZxLiwUMQzjdQihaOlSYM8e7bqwMO28PUk0ljDSCzp2NLaF6dmTpv/9J6Pgli+nugWlSiW+LwmiYUPg6FGyqLOVqlWBBg20y8aNk+0aNRzTN08gdWqgf3+gUCGaDwyk0X+GMUAvFKVNS66Pf/3FNYqMELVVVCxlFDm6PywUMY5m6lQqwda4sXa5PpBkxQqgdm2gZk2gbFn5XXz5kt5/7Rq5ukZEUOazqGkkLkPnz5MA/eGH2mOlsME0/Phx4J9/qP3XX8b3MEZC0Y4ddLuQXAVvhmEcgwjkq1aNSlPaS5YsVCIUoBg1hmEYhmFcBwtFDMN4HWpEbd260l7u+XNZH2PFCkp46d078cdTB1mKFKFkmm+/Nd42d26KZo+Olv7cGzfS9P59GvzxClKkADZsoJBokTl04ABNc+SQxZns5OefaTC9WjWOEmS8E71Q5O1luhyBNaHIqDSatYwiR8BCEeMstm2j6YULQLdu0iJuxgzr76tQgYJF8uShrJ00aYA//jC3WAwKounOnXQJ1mOLVdzhw7KtF7QERkLRwoU0ff48/mMwDMNYQlzjE+PgLJyt+TrOMAzDMK6FhSKGYbwOMcABAE+fAseOUVtErqdIAbRoQSV0HOEeJuoOAUBICDBxIglCRggRBKCBHkAbNT9tWuL741Jq1gTefZfaMTE0DQhI0K5CQ4H33qP2rl00ILZggWPqSDGMq9ALRbZaQSVlrAlFRoIwZxQx3oqaNThvHjBzJl0a58yx/r4jRyjTRwhL06cDJUqYbyd+E/PmGe/HFqFI1Ef64APLWY6pU5vv79Qp2RaXe4ZhGHsRGZYJrTUIAC1b0pSDyhiGYRjGtbBQxDCM16EflBSRuu+8Q/PZszu2qHyuXLKtLz5thKgHMGwYDdJ89ZVcd+MGTV++JDu6tm29YEBGFE0QJFAomjJFOx8bC3TpQq5vDOMthIdr5y2JxskJ9Zysry908ybQrBmd74QozBlFjLexahVdz//8U7t8zx5yKzVC2MnpGTuWspGMiO83sXZt/MEVQigqXNjyNkYZRSdPyvZ//9H7s2UD1qyxfjyGYTyHw4fpXGUyyeAsV+MIoUicV/WW4u7kxx/pvGiUKc0wDMMwSQUWihiG8Tr0QlF0NEXq/vsvzSfQFc0idetSlG+zZkC+fPFvb01MEpFxkyfTwNPy5cDly47pp9MQoceCBw8StBthxQdQ0e5hw6jNg1CMN6HPKMqb1y3d8ChUYV5vNfPbb1QnZdUqqscCuC6jKDraOftnkhfPn5PQacT69cCdO3Je1Bjq3JlqFv7yCw3Yzp8PVK9Og5/9+lk+llF9IB8fsqwTbN5s+f0vXwLbt1O7TBnL2wnLzCdPaHrvnhRwAWD1auDcOVq2bJnl/TAM41lMnCjbP//sHitJRwhF4llOPDc9eGB+/+UMnj6lAICTJ83/diEhdF785BPn98MeYmLItYEdGhiGYRhHwEIRwzBehzWbIwBIlcqxx8ucmSLaVqywbXtrUbxhYSRoDR4sl6kPdR7Lzz/Lti1pVQaIB8cVK+hv0KWLdjnDeAP6gQp1ADe5op6T9UKRGLQGgMePaSpsQp2VUSRqwannWYZJKIMGaeenTQN27NAuq1GDhNCzZ0lcEdZxPXqQGNO5Mwk8165p7Wz1NGqk/T399RcJUZcuSeGnXj2ybzVi717aPmNGaYNrhBjAFddf1XYOoIwigRB2GYbxfESdM0FoqOv74MiMosePqcZr5syUsezsTOGmTSmYrUQJoHVr421E0Iun8MkndO+1YIG7e8IwDMMkBVgoYhjG60iRwvp6ZwgPvr7xH9cWbt0Cpk7VLhMDz+vXUzmg06cTfxyH06sXeUh99RXw+ecJ2oX4v2TLRn9P8QB59y4Xz2a8h6dPtfMsFFkXilQuXwYiI4ETJ2i+WDHn9mv/fufun0keHD4s27Vqkc1tqVLabdq1k9e0LFm0tYFEUm7KlPEHuphMZE1XsCBlM9esSQOkPj5A/fpyu2nTSMD56Seyw9y3D5gxgzKfAaBJEzqeJVShKDYW2LBBu376dNn+80+av3LFet8ZhnE/euvt+Kzb7t0DJk2iTJnEsnUrPSaILES9Fa09pE8vMx+7dpXLRcBJYvn9d+DoUfPle/bI9tq1NJ0zx7JdaHxERADff0/n5xcvEraP+PjuO5p27cpZRQzDMEziYaGIYRivo0gR2T50yHy9peLNnkB4uPmD07179GrcGPj1V+cPniaYwEBg+PAEhwjqIwzTp5fr9OIZw3giRpGsLBTZLhR16ECDMNHR9HfLn9/pXWOYRCOyaw4epIHQjBm11y+AMoYcxSefUFbcpk3a49SoIdvZsgFt2gAffEDbV64M9OkjnWHjS/wV1+HoaKpTtHq19e0//BCoXdvuj8IwjIvRB16plpJGjBoFDBwItG+fuOMePw7UqQN8+qlclhh7WZNJZhX99Zdc/uxZwvcp+OcfEvz19pzR0eb7v3iRMkNFlqi9TJlCWal9+sR/nnUEahY3wzAM41i2b9+O5s2bI2fOnDCZTFi5cqXV7bt37w6TyWT2Kl68eNw2o0ePNltfRB3wdAMsFDEM43W0aAFMmABs22ZsXeQJ0VQHD1IUsIqwxPvlF+3ye/dk8emkyrNn0m5KDFCpetM//7i+TwxjL0bZirlzu74fnoYqFBUoYHm7q1fpvA1QpoQni/oM8+IF8P77skaGaumkfnezZ09c5LytNGki28uWyQHBGTPMty1f3vq+VAHq+HF6xZft5A4LK4ZJ7uzcSSLO1auWt7l9m4TjSZPsF4o2bqTp0aNArlzArFn29zE2FmjZ0nx52rT270vFqOZs3750vKFD6T7is8/s2+eIEUDDhnLeZKJak23bAn/8Yf4MGV/w3saNZAf600/G69WsJVfUpE3qz5MMwzDuJDIyEqVLl8a0adNs2n7y5Mm4efNm3Ovq1avInDkz2rVrp9muePHimu126D2uXYwDjJQYhmFci8kkawZERQEBATJT58ED4KOP3Ns/AChXjgSgRYuAjh1pgOfECbJu0VsPhIaa2x+Eh9PnSips2iTb2bPTVLXFsVZ0m2E8BSOhyM/P9f3wNFSrm7x5LW/n7y8Ht2vVcm6fGCaxrF8PzJwp5/WBKQ0aAH//TbZErsDXF5g9G+jZk2odWcOaYCv2lSYNWWkuXEjLatSgiHprz6axsSzwMowrqV6dpk+eAGvWGG/zyy9U/3PFCqB3b+2669et71+tmXbjBr2/Z0/7fuehocZC8htv2L4PI7JlM1/2xx90jhJ2a//+SxmPQUHxn5/u3we+/NJ8+dWr9Fq+3HxdVJT5MhE8AJBgdeQIPee895758VU7cWfVe8ucmT4bQDbpQuziczXDMIxjady4MRo3bmzz9gEBAQhQBvVWrlyJBw8eoEePHprtUqRIgUCRRusBcEYRwzBejZ8fZe/s2kUDJ7t2mT8kuZO336Y+LVpkHhmXPz8N1ty5Q+tVXBF15kpEJGSxYkC6dHL5m2/SNCmJYkzSRS8Uffute/rhaaiZCOnS0YDR+vXm20VEyIwiFooYT0dYzglEVrDg998pAMSO58VE062bbRm4ttRUFJ9H1BNp2ZJqFc2cSVkFmzfTb3n8ePme8HD7+8wwTMKYNEm2rdXcu3FDtkUGkbB9E7WH3n2XaqsJQUFg9Ju+c8e+fgrHAJWTJ40zguxB1CjSU7Omdn7GDDof+/iQOCJqC+l58oSm+jpOeipWNF4uzquqUKQ+r9Wpo93+6lX6Owjs/bvaivp36tmTPl/GjNr6egzDMIxlHj16hIiIiLhXlFGUgAOYPXs26tWrh3z58mmWnz9/Hjlz5sRrr72GTp064YqbC4OyUMQwjNfz+utAcDBZHAQHx/8A4EpMJupThgyyyLTgl1+AEiWorfeUnjePCtCqDxjejIh+1g8Oi2jDx48pKjAy0rX9Yhh70AtF1rJnkhPqOTdVKhLBrdm15MiR+EhjhnE2aibs22+br8+cGVAsxl2Cr68MsNDTowcNDo4YYdu+hFAkAjmaN6f7KJFRUKcO/ZYHD5YBHs6KiGcYxpyBA2Vbb2/58CFlND56pLWXW7GCpiVL0nTxYiAmhmqgHj8ODBmi3U9YGE07dJDL4stCio2VNduio43tzhxRbzU+O0zB5ctUc0jQtKnxdqL+kBqwZkSXLsbL9+2j6a1b9Dddu1bWhQMo0ykyklwiYmPJNlDFWeN+RtnuERHkbnH8uHOOyTAMk5QoVqxYXPZPQEAAxo0b5/Bj3LhxA+vWrUOvXr00yytXrow5c+Zg/fr1mD59OkJDQ1GjRg08Mjq5uwgPGk5lGIZJ2owcKdvNmtEgTIUKcpnJJKPRJkwgG4USJcxt6bwR8dCpr+eSOjVNx46lCMFu3VzbL4axB/39mi1R+8mBmBjZFoPP1iz5atViSxTGs3n+XNo8/fQTRat7EkYDqNWq0YDxmDG27UO1fy1WjIJuLCFs91goYhj3oM+8b92aau106WIsQIhANAD4+mvZXrBAtp88kfc1M2ZI4Tu+ukbbt9PzS506wJQp5k4Otp6D4sPWeyyj85JRvVohFIlnD0uUK2e+7MkTKX5FR9P1QQhSr71G05cv6f6mTBmqXST6JSz0RHaXI4mNpWA7S5QqxXWLGIZh4uPUqVMIDw+Pew0fPtzhx5g7dy4yZsyIVq1aaZY3btwY7dq1Q6lSpdCwYUOsXbsWDx8+xJIlSxzeB1uxSygaN24cKlasiAwZMiB79uxo1aoVzuquPM+ePUNISAiyZMmC9OnTo23btril5ucCuHLlCpo2bYq0adMie/bsGDJkCKKjozXbbN26FeXKlYOfnx8KFiyIOa4yAGcYhnEiW7dSUdpffqF5VShKmRIoXdr8PYsXy3ZMDPD99xTJ502IjCJLQpFAWOAwjCeiz0JXB1qTMy9fyrYQilSbri5dtMKR3jbG0fz4o2wbDRYlFaKjgYkT2V7G0Vy5QtdpQfv2nidsbt1KGUB//gnUrUsDli1a2B6BD2h/o1WrWt82fXqaCusmhmFciyoGxMbSOQAAVq0yz1wBgMKFZfvTT2X7+XNZK1UM0fj5Ua0iIWjEJwirgodqM/vmm0C7dtpMqMSgns+sifV375Jzg8pnn5lvJ+7hUqemfgcHA5Ur07NHu3ZkOffuu7R85EgK2APoOpsmDf2dRGZX27Zyv/XqybZ4Plu4UApuQoC7f5+e6VatsvxZwsLI1tjWQPInT7TBOkaodZIYhmEYczJkyAB/f/+4l5+DixDHxsbil19+QZcuXZBK72WtI2PGjChUqBAuXLjg0D7Yg11C0bZt2xASEoI9e/Zg48aNePHiBRo0aIBIxSto4MCB+PPPP7F06VJs27YNN27cQJs2beLWv3z5Ek2bNsXz58+xa9cuzJ07F3PmzMFIJdQ+NDQUTZs2RZ06dXDkyBEMGDAAvXr1woYNGxzwkRmGYdxHrVr0kCAexoKD5brnz42trJ4/l+0FC4BBg7QCkzdgq1DEMJ6M+lsEOKNIoMb6GGUUNW+uFYFr1HBufzp3lu2nT517LHcydy7ZghlFPzMJZ9w4OZAXHEx2bp5G9erA6tWUnbxpE0W3GxV+t4YqdMdnBSmu1SIin2EY16IKB7bUMU2b1vI6UadICEWBgSSGizrahw7Z3peNG6XwtHo1sGRJ/NZutiKyotKkIWu8Bg2064sWpemlS9K6ulAhmn75pbmFnppR1LAh1ZDdswdo04b6vW8fMHs22el+/jnVfoqN1Qpf4m+k3veoQpEgZ0759xUZR+Hh9DlatbIsupctCwwbBnz3nfF6PUaCkn4MMr4MMYZhGMa5bNu2DRcuXEDPnj3j3fbx48f477//ECSiFdyAXULR+vXr0b17dxQvXhylS5fGnDlzcOXKFRx8FToRHh6O2bNnY+LEiahbty7Kly+PX3/9Fbt27cKePXsAAH///TdOnTqFBQsWoEyZMmjcuDHGjBmDadOm4fmrEZgZM2agQIECmDBhAooWLYq+ffvirbfewvfff+/gj88wDONe9BlERtHAoqB2bKzWmi2+CDJ38uwZPQgJa4wzZ2i5LULR++8n7SwAxnsRgyECzigi1IwicQ5TByr01ihFiji3P+oglRvtnZ3OgQOyPX68+/qRVOjfnwZLZ8yg+cBAYOZM9/bJmai/UTH4aQkh/LJQxDCuQX8fHBZGwvDMmSRwxEdMjLbukMqOHTQVQkaOHDTt2JGm330HDB1q/r7QUBIyBg82X5c6tXVxKiF88AFZcYt6cWoAypQptNzXl/42MTF0/l65Um4jBLGoKMoAql7dfD/2Iv5WgnffJaFJT5o0MvOqbFnz9a+/Tpk+HTrQs+CcOdR/UTNKrZFnDXGPo2ZUvf8+8MMPQO3aNN+7t3bfDMMwTMJ4/Pgxjhw5giNHjgCgJJcjR47gyisP2OHDh6Nr165m75s9ezYqV66MEqov7Cs+/vhjbNu2DZcuXcKuXbvQunVr+Pr6oqO4KLuBRNUoCg8PBwBkzpwZAHDw4EG8ePEC9ZSwiiJFiiBv3rzYvXs3AGD37t0oWbIkcihX2YYNGyIiIgInX1Vt3717t2YfYhuxDyOioqIQERER93Jn4SeGYRh7EAVnAXoI1CMKkZ46pV3uyZ7Twlph5UoqtivIlUu7nb+/+XtnzpQZSAzjSegziowe/pMjqlAkLLpU0TsmhuqnABRlG0/GfaLx8ZFWWUn5dlD9Ow4Z4tnBA/ERG2tu7WjL9o4SLsLCaOBRZcoUbZ2PpIb6/RE1iCzBGUUM41r02bAvXgB//UUigJHVnJ6iRS1bSornClGHTWQUNmsGFChA7e++o2v78+dStGrZEng1NmZG1qzx98le0qUjFwXhviAsQatVA/r1I2s4NeAuNpY+d/78NC+ydrZsAZYvl9slxs1A/Zxp0gA//2wc5PfoEXDsGLWNsn7Dwqjm0eLFtF2PHtr1ttqdqkJRlSrU7tED6NuXbPVUjMQ/hmEYxnYOHDiAsmXLouyrQYBBgwahbNmycQ5pN2/ejBONBOHh4Vi2bJnFbKJr166hY8eOKFy4MNq3b48sWbJgz549yGavVYADSbBQFBMTgwEDBqBatWpxqlhYWBhSpUqFjDqPhhw5ciDsVQhDWFiYRiQS68U6a9tERETgqQUPkXHjxiEgICDuVUxUG2QYhvFwhN81QPYEoaHa9f/9R1YI+gdDWx4U3YVRYdVMmcztKIRFhJ4HDxzfJ4ZJLEIoql6dLE2cMTDijahCkRExMZRNeOmS67zyRXRtUhaK9NHBnhw8EB99+5JYITJorfHoEWXApE5NA3XqAGBCMYrQj+977e2oGZHxnctYKGIY1/LwoeV1Ittk2jS5LGdOCii7c4eus1WrajN8ypUDRJDz48fAzZvAvHk036cPTX18SFQR3LtHltgiiE0ITEa44n6oUycSqtS6SEZW3OJzC6FI/7yUmIwi9W9aqBD9zYz47jv6XwDaLOr4RHlBfHWiBKpQtGkTcOGCDGLSP2NxEB7DMEziqF27NmJjY81ec+bMAQDMmTMHW0URwVcEBATgyZMn6N27t+E+Fy1ahBs3biAqKgrXrl3DokWL8Prrrzv5k1gnwUJRSEgITpw4gUWLFjmyPwlm+PDhCA8Pj3ud0ofeMwzDeCgzZtCDmLC7yZ+fahGptqS9epkPZM2a5bIu2o3R4KyRZ7k+2k1w+TJFBm7Zos1IYhh3IqznsmalQRmG0BeR1iMyXfLlM84idAbJQSi6elU7P2mS84/577/SrshRxMYCP/5INSbattVa6p0/D2zfTrY8c+fSAOjGjcDt23Ibtah4QlEHErNkoah0owzfpIQa0CFqaFhCCEV//SXFolu3qCaJPZlgDMPYxivjFsPMEhEU0LixXBYZSeetrFmlMJEmjVw/YQJQsCC1V6wA3nuPgl+qVpUZv4C21tmqVfQ7X7vWOIBr2DDZtlUASQwmE2UQiYxhQGZAAWS3BsjPLeKL1eenVKmMreJsRRWKCheW7aZNLb8nc2agZ0/q+6VL2nX79xu/x9a6QkL8SZ+e+qaOLTZsqH322ruX/qf67HiGYRiGUUmQUNS3b1+sWbMGW7ZsQW6l4ERgYCCeP3+Oh7oQmFu3biHwlfl1YGAgbumeMMV8fNv4+/sjjXrHo+Dn5wd/f/+4V4b4Ri0YhmE8hKJFSRh5/325rFMnKqKqsm8fTUNCaLp3r/Tf9jT0fQdkoVmV9OmBDRvMl48fT5+3bl160HFExDjDJBbxcO1s6zRvwyiiV8UdmVfJSSgSbs3Otu3ctAmoWVPa2ziKjRtl++hRoGJF4MoVEhgLFQJq1SIrne7dKbjgiy8ce3yACpoDFGF/9y5F5quDkUkRNaYuPncLEYH/xx/ARx9Ru317sqL65hvn9I9hkjPi/t7abzNvXllfrFQp8/VqYEbx4vK6ePGitJ0bMkT7HjXTUM1aXbJEu92nn9L9ucBdGdaqiUzfvjTVZxQJMebYMRK2Bw1K+PFUoUgVqebOlW2j+pWzZlE2VPr08u+WKpW0/dPv8/592+xkO3em6auS4Rpy5QIiIuT8kydUP9aTAw0ZhmEY92OXUBQbG4u+fftixYoV2Lx5MwqoV0cA5cuXR8qUKbFJqb539uxZXLlyBcGvzGWDg4Nx/Phx3FZCATdu3Ah/f/84u7jg4GDNPsQ2Yh8MwzDJBREdB0jLpg8+kMt0FqhuJTaWBJ46dbT9FhgJRQAQEGC+bNcuQC1L9/XX5oV9GcbVsFBkzNtvAwMGAPPna5fPn08DMupgkqsQA2LNmgGffEI2O97Gt98C2bMbn+ejo6UgP26cXG6pfkR8bN9Og2yXL1veZsECml66ZF4/I6E8fmz8/ShXDmje3Hz5o0ckJqnUrZu4PkRFyYhzo8HWpI5RfQ09ak2Pn3+m6/n27TQ/e7Zz+sUwyRlhw2nJojldOvrtLloEvPUW8P335tu8+Sbw7rt0jciWzTj7t0UL7XyKFLL9qnw0AO2zB0DXIHUoSFd5wGU0a0b3GapQI8ScyEi6pomAkTx5En88VShSr11ZsgBjxtBzkJrptXix+T5++gno1o0C4gIC6BlnwACgd28pyMXEWLcftBUfH/N6miEh5hnJDMMwDCOwSygKCQnBggULsHDhTpZD/wAAZxJJREFUQmTIkAFhYWEICwuLqxsUEBCAnj17YtCgQdiyZQsOHjyIHj16IDg4GFVehR82aNAAxYoVQ5cuXXD06FFs2LABI0aMQEhICPxehat98MEHuHjxIoYOHYozZ87gxx9/xJIlSzBw4EAHf3yGYRjPpk8f86jmwEBZYNtWawJXsG8fRSbqbFnjUDOmVJTE1Diio+nhV7B/v3cO9DJJC2E9ZxQtmpzx8aFBKhHZKujcmexubC3K7EhUa5VvvqGBNG/i6VOy9blzhyz79Ny+TQNJvr4kqogi3wmtU9SqFdW7GDXK8jZqxPKECQk7jp4xY2Rbrdd37x7ZHVmiShVZp+LkycTZn61cKdv66O6kjIi/+9//4t9W/d8AWnFSXyuLYZjEI+qVqvVtVLp1o2mtWsDSpUD58ubbpElDQu4nn9C8/n77m2/Ma+yYTFIsslaTqHBhymgSGNUmdQU+PnQ9EvWXAJllNWUKWesJHJElqgrrZcpo140YAQweDNSvT/PZswPt2pnvI18+slMtXZrmhw2je6iZMylDW2SCOeoZ71WNdQ3C7pxhGIZh9NglFE2fPh3h4eGoXbs2goKC4l6LlVCJ77//Hs2aNUPbtm1Rs2ZNBAYGYrniGeTr64s1a9bA19cXwcHB6Ny5M7p27YovFB+JAgUK4K+//sLGjRtRunRpTJgwAbNmzUJDd4SkMgzDuBFfX2DoUO2yTJmkF7itxU5dwerV5sv696cBzfnztQNLKrlyGdch0kfGqzUpGMYdcEaR96CvF6Cv8WYrUVFk7fbpp+brvv0WqF5da+3iKPT1IEwmynY5dIjmxTEzZKCBMlEr4eOPacCwSBGKtI6Ojv9Yd+/K4+mzdQQXLmgHDTdvtv2zWOLxY/obCrZtM96uWzcabFMtDnv0oOzVXLmohsbChfYf/7ffKFq/QweaL11aGy2e1Fm2jK7N1sRBQadO2nl1kJHrXTCM4xE1ijJnNl6fEJf9evUoM/T336lOkd52TiCEIqOSzx98QCJHp05akcmTnkdGjKAMqkOHtFbYarZUQhE12gBjRwSA6j/Nnk3W2gkJlLHnGU9kSVmz6NYL/YBxzSmGYRiGARJgPWf06t69e9w2qVOnxrRp03D//n1ERkZi+fLlcbWHBPny5cPatWvx5MkT3LlzB+PHj0cK3ZW7du3aOHz4MKKiovDff/9pjsEwDJOc+N//tHYJvr5AUBC1Dx/WPrS4EyOhaPBgeljr3FlbUFWPiL5T0UeIe9JDKJM84Ywi70Et6JwY1q2j2jxffSXrBURG0ndh2DBg507n+P2LQUKV48dldLIY5BGDhXXqyO0OHaLMor/+sh4RLlDP3ZYimPXn95gYqnORmPOyPiupRAlgyxbtssmTaVByyRKyOBS0b0+Cba9eNL9ypf32pO+/D5w/L+eTm3FBUBBdm22xntNnK/D1mGGci7BLsyQIJUQo8vUlgadDB8oitSRiWLvH6dePxHsRMPPeezQ1CqZwFwUL0rXbGTRoQNOKFc2zsQSpUpHlnz7jyFbEM54t9nBCqNdVhNBQogRlKVWqJIP2HGUfyzAMwyQ97BKKGIZhGNfj6wucOUNFWMWNvfAs/+YbirJ2d/2eS5eAEyeor+pgmy5OIFHcueO4fTFMQhDiJQtFno+j7O5UO51lyyg6OXdubQ0CZ5ybLNUmEMeqVo2mIlCgTh3j+kLxWdHt2gX07Cnnr10zrycXGUmiPyAFg23bSIzLlYvO//Zy7RowejS1Bw2iItsmE1C7NmWPPn9OIk6/fvI96v9U1MMQNYVWr7bfDk/9nBUrSisnxhjx/zLCUwJWGCap4AyhyFbUexy1ffQo8KqkdBzTp1NWZ/XqzutPQihf3rHPIIK6dalu4L//On7fAvGMd+ZM/NvG9z0BKEPp+nW6bougvSdPEtdHhmEYJunCQhHDMIwXkDYtULKkLCit1ts4edJ6AXJXIIpaV6oEvCo3B8C+AfV//6VBv88+M14v/NoZxl2I6E5nDD4wnolqW7NlC9CyJYk4mzbJ5bYM5tiLEIqKFtUuT5WKsplEcIAqUqn1IgSWhKKnTykTSghOKrduaefVc++UKdrs0KgoyqrS7/v334Fff9VmnqxbR3WFYmOBqVPl8i+/pFoagmzZ6NpRsKBWHHr3XQqM+OYbuUyt32HJRskItV85ctBgJ2Od/v1JUDPiyBH6fRw7pl0eHk7F3Ldto7qDL186vZvJgvPnpf1jWBgJuWpdR8b7iU8AMLITcxTqvXuTJkCjRkDv3lKYV/HxoVo8nki/fvLa8uWXjttvnjzaZx1HI2oX7dtnfbuoKCn4xPd9SJ+eniGFverGjTSNjSXbuitXgNOngR07Et5vhmEYJmngAKdWhmEYxtWULEli0R9/0PyvvwKff+6+/oiBwmrVgPz5E7aP6tUpWvHgQW2Bc4FqEcQw7uC//2ianAreeys5czpmP6r1iyUxYdcuGmxxVBYTIIWiwECgbFlZgyddOu25UG9tU7Kk1m7OklA0fDjZuqkEBQE3b5L93GuvyeXCjq5IESoMXqWKdaHss89kdk+vXsDPP9M2TZrQsk6dqD4QALRtKwMg4iNTJmD/fu0yvcXg48e2FSwXf5c8eWiAjImfjBlp4HLyZGDAAO26pUuBiROpHRMjfwtdugB//im3y5DBvH4YYz9t29LvfN48YNUqynYEaIBZLy4z3kl8QlHWrM47tioUZc8OzJzpvGM5k//9j17ehgjg2L2bzqeWLO5EwIOPj8yyjQ9hNfrgAdU63LCBrFwDA2nd9esk+teunZhPwDAMw3gznFHEMAzjpfz6q2yr9kjuQBWKevQAPvnEvNaErZQrp7V1EoOIejskhnE14jtoqYAx4zkYZcokBFtEhNu3KVPGkYgaRRkz0vlU7U+5cnJeP4A3aRKJM2LQ/uxZykD66CMaUAbI9m3GDPNjiroIQhiKigJCQmT9I1Fg+9tvSQAQA5h6MUq1gBP1m6ZMkcuESOQI/PxosFxQt65tWSu//ELTwoUd15fkQteu9L3o0IFqXwDy+wbILLyFC7UiEWBbzQ0mfoQY3LWrFIkAqk/GJA3iE4rE+dgZqEKRGjTAuIYyZSgT6v597fX1xQvK7GzblpwcRM3CzJkti0l6wsJk++FDqu8nll+/Tu06deg+gWEYhkmesFDEMAzjpaRPLzNvIiLc14/oaODUKWpXrEjWSOPGJTwazWTSimDC5kjUh2EYdyGKBjvTcoRxDCYT2cQlFlsHth0tFImMoowZKUtIFd7FuXD4cHMrsLp1KYNHiO1nzwJz5wI//EDFywE6P0dFATVrkl0oQOJNtmzUFtZzs2cDP/4o9507N03LlSNxRmQ56YUidWDTz49+NytW0Hy+fFRUW9CpUzx/CBvo0oUCFADKONJnHRkhBtRz5Ur88ZMbmTKRdeDvv5tnpQFkhRsba/y/FYPfTMKxVluEB3eTDqpQpJ4zBc48d6VQPGcKFnTecRhjUqaU2cJqhvCCBRR0sXw5UKsWZTMD9mW5V60q248eWa5x2727PT1mGIZhkhIsFDEMw3gxYkDOnYMvf/whHzRy5HDMPlW/c/EZuVg2427EAH2qVO7tB2Mbekuzpk0tD4pYwlahyJFZnf37kwgEyOy1WrVk9obAqF6E4LXXyEYmMpJqSwjOniUhCQC++ALYupWsZ95+WwpBV6/S30nNDAKAnj218yIb59gxEuZMJhpcUi34oqJILBJRzPv3Ux2EVavouEK8SixqRou+xpKe2FjgwgVqh4Q45vjJlcyZzZdFRMi6hXrUe5Vnz0jo/PBD5/QtqaLW19JjyWqS8T5UoejkSTpXqzhTKFIzihx1X8/Yhzi3PnhA1/9ChYChQ8238/EBliyxfb81asj2o0eWzxmbNpGVOFuzMgzDJD9YKGIYhvFiEiMUPX9Og2WJfQjo2FG2Uzio8p3JBLzzDmVN9e1Ly1goYtwNZxR5F8HB2vm1a6kGj56YGDoX6kWk6Ghpw2YJMaBmLcrfHmJitDZtwkLPZKLaPyqi5o8RqVIZW7AVKUL2NXXr0uBTmjRAgwYkKuXJQ9tcvUqZCRcv0nz69ED9+kC9etp9vfaa+W9h7lwSCrJmNa9X17EjZS3lzAm0aEHHdVRdp4wZ5d8jvv9ZRIS8ZurFN8Y+jGyxHj0C9uwx3l69V1m7FjhwwHLtL8YYFoqSB6pQlDs3na9HjKAse2H37CzU2m/OtLhjLCPOrRs2kPB+/rzxtW3sWBnkYQsmkwwy+fJL63aVly8Da9bYvm+GYRgmacBCEcMwjBcjHiQSYj3XoQPZFeTLJ+0LPIkFC6j2h7BUYKGIcTdCKOKMIu+gf39zGzIj8WTECDrP6Ov23L9PU5OJBmsEqgA1bRpNHSUULV0q2zdvAm+9JedVy5izZ43tiFSGDLG87osvzJepQtG5c9QuVIhs8NauNRd1fH21fxeVb78lyzwVZ9e6EMXdb9+2vp0YbEubloQyJuFYEoqEmNG8uXadqL0FyPMpwNay9iC+v0YBCywUJQ2io4GnT6mt/sbGjKHrknotcAYiQAuQ51XGtYj/u7BttURC6uyJfQsRaMQIy9ueP2///hmGYRjvxkGx3wzDMIw7EJYQapT8mTPA4cMkBBlFax86RIMJ6sPHmjUJf/B8/XXgv/8cUw9ExWSiQTxhH6UfSHr5kupkNGxIEeoM42zEd5AziryHfPm089HR5tuMG0fTDz8E+vSRy8WAbKZMQGCgXD5rFjBgAPDxx8CdO7TMUULR4cM0zZpVe0yAooaHDSM7OVtqElgrbi0ylVTy5qXphg1yQD93bhKELFGrlvHybt3ovHzpkqyxMHhwvF1OFIUK0fTECfN1jx/T/+3hQ+DgQVrGA6CJx5JQJH47VarQd2j+fPof/PorWRhWq0aZbYKrV7kWiq2Ic0SBAnS/p3LvHhAaSusY70W1MtX/xlwRqFK/PvDRR9RWraAZ16EK6XratweOHKFrdv369u9b/U61b0+BI7GxJELqMzyFbSzDMAyTfGChiGEYxosREeDXrtFNfnQ0ULQoLcuVi4qV6ylf3nyZ6kduL2Iw8uOPE74Pa4hBeX1G0cqVwLvvUjsmxnEWRgxjCc4o8j7SptXOGwlFKi9eyPOhGOzOkkUr2rzxBvD339QWgruI/k4sIiNg5Ejj9V9/bfu+VPug9euBRo2o3b+/8fbiegJI67Ddu20/nqBkSbouNGxIL1dRoQJNDxwwXzd3LjBwoHYZWyolHrUOWM2aZJH04AFw/Toty5YN+N//gF695L1Hixb02xIiKwAsXgx8+qnr+u3NrF5N07x5KUhHFdwAysbW21Qy3oWwnUuZ0j2BKSYTMHmy64/LSNTrsZ7FixO37+rV6Z4AoAAKk4ks7ACyp1XvEaxZXTIMwzBJE7aeYxiG8WJy5aIb/KgoGnRRHx5q1dLavACWaxn99FPC+yAGSPUDso5CDESdOaMdEDl9Wra3bLG+j08/pXoYx445vn9M8iAmRooMnFHkPaRLB/z+u5y3RSj64QegaVMpOGTNSlHVv/0G/PGHVlgX1mU7d9I5VwyQJxQhFCXETkZP9+5kAXfuHAk2n3xC0zFjjLc3GpiyRQA7fhz46is6Jw8bRpme7kAIEefOmV/7Ll+madmycll8tYyY+DGZgFWrKFNI1IiaOFEKqeXK0bRsWWD8eGrfvw+8/742w0z8f5j4Ed/bFi0oG0AghE9HidaM+1DrEzHJk/79gdattcu++84xVuEffkj3AaGh5t+x996jLOuvvqJ5vk4yDMMkP1goYhiG8WJSpZKR7levmgsm33yjnb92zXg/4eHmhdxtITqabJAA59V6UAcv582jfj5/rhWmrAlFd+7QA8/GjcDPPzunj0zSR7UB4Ywi76JDB2mfoxeK9JaWFy+S5c7atfL8KQZg33kHaNtWu33GjLK9fbu060kI0dFSAHeEUJQyJdUpEjZ148ZRFLGlwUcjsX/06PiPU6IEMHw4RSJ//TVQpkxCe5w4smYF8uentlqgOzpaDna99Zb8HznbCi+50KIFiZKiJpUakCKKpptM9PcW/x/9tZjrYJhjdE8WHU1ZRADVfxJ11TJkoPMT4DgbTMZ9sFDEZM0KLF9OGYIAULs2OTeoNRITSqZMVJdInI9VUqemoBJhaXfrVuKPxzAMw3gXLBQxDMN4OWLQuk0b80hSfWHjiAjjfTx7pq1zZAvHj9MA6oMHNO+sjKKcOSn6GCD7Gh8fyhJQs6CEWKXnnXe0/uocGccklF69ZJsziryPFK/MlvVCkb7Gjmq3c/s2TTNlsrxffa0gVaCwlwEDaJomjXXbGWcSFCTbS5Z4nx2YsJ8bNoymH35Ig62//krzWbMC338P7N0LhIS4p49JlXr1zOs+6W1tb9wwfi9nFGlZvpxE6D//1C4PDaWsxzRpqPZT+vT0Nz12TN7rsFDk/bBQxAjeeQfYt49qybqS3LlpevOmub0lwzAMk7RhoYhhGMbLEQMsV66Y1/F5+ZKmoaFUVFxvPffxxyTEAPYVLH36lIq+q8KTs4QigKLU1XoS0dFkLyTQF3QG6MFGtZwCgEWLzDMIGMYWtm+nadasnFHkjQihSJwTATpH7N2r3W7bNvP3WjtnZMkCvPmmnPf3T3gfxbELFZK131zN6tVAQAAwZQrQrp38u3kLQii6cYOySadP114XK1emv22lSt732TydVKmAzp3lvJHIaKlA+9Wr2t9mcqdtW7q/atGCMot27wb++gvYv5/Wq+eIoCDKDBD3YGw9R8TGkn3o9evA5s2Wv3ueCAtFjMBkAipWpAA5V5I9Own9sbGWBX6GYRgmacJCEcMwjJejZjeIAbG336bphQs0yFm2LEW+CyulKlXoofm77+SDqKX6RUYMHkw1OVScKRRlzEhRba+9Zrx+3TrzQQBL9Yg+/9yhXWOSCSJKe+tWenBnvAtfX5qqGUWXLplvZ2SBpc8a0rNxI3D4MLUTWqPo5Ut57OXLE7YPR1ChAtWQ6dfPfX1IDO+9R9Pr10kUUsmVCyhd2vV9Sk706CHbtn6HUqSg36W9Wc3JhfXrgapVgWbNgE6daFmhQubbiXswzigili6lAfbcuUnM//Zbd/fIdlgoYtyNj4/MKrp61b19YRiGYVwLC0UMwzBezj//yLbI8BE1Ii5coAGz8HAaiBHb+vtLS5iECEXqAGtQEPDZZ86PdkuZEtizh4qxG6G3lZsyxXi7ceMc2y8meSCitJ0piDLOw8h6zpIVp56hQ62vN5nkgMq9e1QD58AB2/t27RrZa0ZFkfCfL5/t73UG7spmcgSZMgHZslE7NFQuDw6WxbkZ51GqFDB2LDBqFJAjh/VtO3cGZs+WNovx2c8tWULBLckt88jIzlJv8QfIOpEsFJHtsgiYEowaBcyf757+2AsLRYwnkDcvTVkoYhiGSV6w6QLDMIyXU7WqjMgVAy2FCtGAY1QUcPAgLUuXjvzsb90CAgPl+xMiFInsnd9+kwWUXUG2bBRda5TRce+etNGLjQX++EOuy5CBrMPKlqX5y5fdPxjLeA+xsXLwjYUi78RIKBIZmAULUjaDUa2zYcNss5NT6xj98AOdd/VZl5Zo356spQDKXhLZT0zCKFZMayEYHp44S0DGPmypa5UypRy0nz9f2uNWq2a8/aNHcuC/bFmqh5RcMBqkNaqTJ4J1Hj92bn+8gU8+MV8WEwN07Ur3zK+/7vo+2QMLRYwnIET8K1fc2w+GYRjGtXhxzCDDMAwDUPS3sGS7do2madNKu6TvvqPpa68BJ0/SIOaYMfL9CRGKRGFTd9VqMcpeundPtiMj5cD++PHA0aMyywpgv23GPtQaJywUeSdGQpGoPZQ6tbZejdouXNi2/evFnTt3jLfbsoUGuosXJxHKZJIiEUC1c5jE0bWrdp4HWz0P9fcigjasZRQ9eCDbSf36rS8c/9NP5tukTm2+LHNmmt6/7/g+JZSICKBpU+CXX1x73BMnLK+z1R504ECqxekOWChiPAEhFLkjo2jgQLo/qllTPtsyDMMwroGFIoZhmCSAPjpSHfgUxY8zZaLC6337SjsBgJYBQFgYRdXrBymMEBlFwr7O1YhIZLWIvBgcefZM1jpInRoYNAgoUIDmK1akqd6mzhmo4gLj3ahWPsLeh/EuVKFI/DbF1M9PKw7lyyczhIKDbT+GmuVg6ff/9dfAkSPAqVPGNTMsZVQwtiPquAi4ppjnIOoWiXqJgBSKLl60/D41kOXaNcryTKqsWhX/NkZCkbCjc8T9TXh44vcBAMuWAWvXAj170jnPiNhYx/4/o6K036VUqeQ9IKANKtJz6xaJW5GRwKRJwIwZ7hkkZ6GI8QSES0NYmGuP+/gx/f4A4N9/gdWrXXt8hmGY5A4LRQzDMEkAvV+9nx/w4YfaZZZqCImiyKNG0UNB0aJSCLKEWO+ujKLWrcmmZt062f9Hj4Bjx2ggXyzLkkU7SChEMWcLRYMHAxkzWh4YYbwLIRSlTKkVFBjvQfzfDh8mEWjoUCnmpE6tzXAICABOn6Yab0WK2H6MVauAv/+mtlGdkD175HpLsFCUePz8PN9aKrkyaRJw7pwUjAAgf36azp5N9mBGqELRp5+SXWNS5YcfjJerorWRUCTub+7dk9mSCWHaNLp/GTIk4fsAgIcPgXfflfNGdnAA0KMH3cM6ajD6v//oe5QhA2Wf3bxJNeOEIDl9uvH7RowgW+YsWYC//pLL7cm2dxQsFDGeQMaMNHWUcGwrkydr562JuwzDMIzjYaGIYRgmCZIjh7QhEVjKhNBbK/33n3HxZBWRdeSujCKAHvpTpgRKlqT5x49pwEFFDJwIhKDm7IeOiRNpoKZEieRXeDspIiKK1dpejHchhKL//Y8Eou++0wpFqgDo50fnUHvFhrRpqd4RADx9ar7+wAHZrlDBfP2bb0qRm0kcS5dS5uyvv7q7J4yKjw/Z4qoBHHXqyPbt28bv0w/WqzUIkxIXL1I9RSNUEdlIKAoMBHLlonuOhQsT3gdhTTx+fOIyowcP1s7/+ad51tizZ8DcuZQR/tlnCT+WytmzNC1cGAgKonvhzJmB8uVpuaVgD/F3j46mTCiBOwapWShiPAEhFD186NrjjhihneeMIoZhGNfCQhHDMEwSIHt27Xy+fOYPmJaKkRrV4LAUcSlwd0aRilpjSS9w6evJuCqjSBAbS7YrjHdz/jxNeRDfezEaHBT12/RCUWLOa+Kc8+SJuZ2SGHTt0gVo2VIuHzuWtv3nH7ZJcxRly1LNm+7d3d0TJj5ERhEAdO5svI21+kVJCWvitKgXAhhnLPr6Av37U3v27IT3Qa2vZikLKD5u3jSuS1Stmjbb6eBB2Z41K/5sdls4fZqm+ntbkYVmJOIDWjFS7Zer7heN+sJCEeNOAgJo6kqhyCir9MABeR/OMAzDOB8WihiGYZIAQ4aQHVuZMsDPP9OAgf4B01IBX6OBichIy8c6cEBGbHqCUOTvT1Ojhwh9No8rMor0NZ5mz6a6JOqg8bRpNCD2zTcUdXvypPP6wyQeEeUu/NoZ78NIKDpyhKapU8u6ZgBlFCUUNXNTH42vZjCpWRTp0yf8eAyTlNi0yXxZbCwwdSq1O3SQyxNjr+aJxFenRxUyLNVzqlmTpgkt/v7smXagVm8BBVC23vjx1vcTGirbLVrIdlgY1Y0U7NqlfV/PntbvPy2xciXZ3K1eTdaEgMwgEqgivp5r1+T1AKDMeoGlLDdnwkIR4wmIjKILF7TiqTNRbR+//162t2xxzfEZhmEYgJ32GYZhkgA5cgDLl2uX5cqlnbcURWk0KGpNSKlYUbbdaT0nEBZ7woqmVCmqVQSYR+cL6zBnRidv3KidX7WKXmXLAg0bUrRu377abVav5mg5T0ZEFOtrgTHeg96qKWNGipa9fJnOn6rAm9iMIh8fGmx98MBYOEqdms6jJhMNDuvP1QyTnHn6VPu7uXYNOHqUxN4pU4BFi2h5RASQLZt7+ugMrNm81awJVKqknTdCXKMSmgVz4YL19TExMjOnTh1zMUYg7iErViQRJ316KdD8+iv9H319gf37te9bsAAoUAD44gv7+t26tdy3QF/vzZpQ1K2b5X07qnaSPbBQxHgCQigCgE6dgDNnnH/MVatoOmAAve7do6zrnTuB995z/vEZhmEYzihiGIZJsuTNC6xbJ+eNHo4FqvULAGzdSsXe9Tx+rJ33hIwiMVAREUFTdXBAX6dJ1AXZuzdxtYM++ojqDxkNqliy+BNC0KxZ5uviG5xh3IsYdNPXvGK8B33m5MGDwPHjNDD5+efadYnJKEqRQp5Pz53TrlOFolSpaJB0wQKgVauEH49hkgJqBopay2vAAKBePWoHBJAwlC4dzYtrflJBX4dJMHAgBcLUq0eZVV9/DbzzjvG24hoVGWlffaE9e6h2lKj5KHjtNboXbNIEuHWL7isFlrKaAO0102Si+j/CDu/pUxmsI7LTVcaMkRZ6thAdbby8bFntvBCKjIKmNm+2vP/Ro7XfT1fAQhHjCQjrOYB+q0+eALVqOa6emBEig69YMZqKZ7qdO8nOsnx5WTeUYRiGcQ4sFDEMwyRhGjUCvvyS2j//bHm7pUtpqlqEiPodKvv2aefjs0pxBcHB2vlSpYDevak9dqx2XcmSFNkaEZFwu7cXL4AffqD3z51rvv7GDeP3CaHof/8zX+frm7C+MK5BREdzRpH3og5wAjSAmSEDRcnq/6+JFcBFbYwNG2hA4/JlsjISVlkiu6l8eTq+peLqDJNcyJ9f3n8I+7nHj8n6TAiuYqBfDF6Gh7u0i05HFYoqVaLMmrRpga++IoHMZAJCQoBhwyzfMwQEyPOXPZZpK1ZoA1bEIO3Fi3QvuG4dWcapFsaW7IwBOZAbFETT8uXJGq54cZo/fZqyk8T/tnp17funTrXdWvDBA+Pl+ox3axlFop+W6NfPtr44ChaKGE9Ab4s7fjyJvmPHUqbdiRNam8bEcvWqtKMUorfIpPzvP7KmPHSIxOukZj3KMAzjSbBQxDAMk8T53/9owKBrV8vbVKhAlmgrVmgjJ5cs0W63e7d23hNu1LNkAYoUkfMBAcCMGfR59LYovr5AlSrU3rkzYcdThSCjgRKxXkQ9C86epQwGI3LkSFhfGNfAGUXej16MUa2t9DhKKPr6axKo8ucHChaUdVb0NngMw8jr+OefU50KvR2r+M2KuoRJOaPo33/pfuHOHfvOFyaTFD0sBa0YoRdPZswwt+5duFA7b82iWGQKiXOhQPyPP/uMsq+fPSNBZ9MmCr4R90gxMbYPQN+5Y75Mf+8KyO+PUQ0kcX3YuNG4bqfRMZwJC0WMJ+CjGykcNUq2g4Io+K5gQQqeSyx//kn3S/rArMyZzS1GFy2SDhEMwzCuZPv27WjevDly5swJk8mElStXWt1+69atMJlMZq8wna/ttGnTkD9/fqROnRqVK1fGPn10tothoYhhGCYZYIuPf9as9FCQL59cprc3UW3VmjSx7E/valS7uQwZ6HNYyv4Q2374IQ2GPHyoXf/8OQ0yWIrGVf8Gc+ZQ7QQVMTjTpw9QtCjZuQCUXaDPfhKEhXmG6MYYIx5cWSjyXvQDHvpoc9V+zlFCkSVYKGIYc/Lkke1+/YA1a7TrhcWYyCg6dIgyjhYt8ozs5sQixIGCBekclC6dzIKxh5w5aZpQoahePaByZVnTUY+w5tQLRRERVCNo3jxpH6g/F4rMoWvXZL0T8XmLFSNLX5HNtHIl3aNZyhgSHD5svuzNN82Xic8TEaEV5aKjZdBPsWJA9uzm742Jsd4HR3H7NtmRipp5LBQx7sbIBUHPN98k/jjTp2vn1fttvY0kQNlM4jnt5Emy9f7tN8v23wzDMI4gMjISpUuXxrRp0+x639mzZ3Hz5s24V3blZmPx4sUYNGgQRo0ahUOHDqF06dJo2LAhbtuTGu5gWChiGIZhNKhRpPoi62JgYOpUivjVD766i6pVZTu+B2t12z59yNZF5dtvgbfftlwsWvXGjo2lgQ+13pEYnHnzTeDUKenLD1Aka926lKFSqJBcHhNj3e+fcS+3btGUree8F/25Sh8tr3ruG9WwsAcx0GkJkRHBMIxEHRi8dQsYOVK7XlwjhVA0eDDVMOrYEfjnH5d00ak4KoskMULRpEmUVZMqFdUnMqJGDZqKTFvBhx+SvVy3btJSTs32Buiey8+PMnREHSL9+VJcZz/9lLYfM8Z6342yw/X1KQE674qgKTVb6eZNugdLkYKyu/VBBEDialraw9ChQJcucl5v/cUwrubLL4Fy5axvc/26dSvK+Hj5UltTF9Deb48bZ/y+X36haZs2ZDneubN0jWAYhnEGjRs3xtixY9G6dWu73pc9e3YEBgbGvXyUB9OJEyeid+/e6NGjB4oVK4YZM2Ygbdq0+EWc5NyAhwzxMQzDMJ6EKB6tv+FetoymnjZgrmYUxVeIXv+Z9NGoy5fT9OxZQB8scu4c1RRRefyYfPe/+ILmxeCMGKxRB30qVQLWr6cBsV9/pUEQcZ9gi7XJmjVAhw5yEIaxn3v3aCDGVquMe/dkRLOlgTPG81GFIiNbIlU4MqphYQ/Vq9Mgd968VFPk/feB7t3p3NG/P/DWW4nbP8MkRdT7Cmu/QSOhVVzHx42j35tRhm5sLNC2LQkCOscPj8AThCI1g+nbb8myeOJEelWtSkJG5860XhWK9u+naH6VEiXMM4r8/KRl1Llz9D//9FPtNvrMXX3Wth4hFP3+O2WG7t9veduCBWmq1mOaPJmmOXKQPbFRBpOrbA71f0OuX8d4Avoaj0bUqwfs2JGw/V+6ZL5MFXstZfMPH07vVZ+Jbt6kWkrJkbVrSbB/9szdPWEY7+PRo0eIiIiIe0U52OqlTJkyCAoKQv369bFTiXB5/vw5Dh48iHpi8A2Aj48P6tWrh936mg8uhIUihmEYxoyePWmqDjSoD8/iYdtTULNz4nug8fcHcueW85cva9ertYX69tVmF7RpY7zPs2fJu/vcOSn4GAlFAwfKaNWqVYEffySLF8C637+gUydg8WIarGESRr9+ZO3y0UfGtQr0iFoLuXOb151ivAdVKGrXzngbEf1uab09x/r8czq3TJ1K9km//krfu0mTgIwZE7d/hkmKGFl+qdSqRVORUaRy6RLdr/zvf8DMmcDmzebbHD9OgSAvX5J1rqfhCUKRWrutalVg7ly6bxk4kASZb76RNZDUe5YvvzTf5yefmGduAjIQqXRpEnX0tlL6QKRjxyxbC8bGUuY2QEFAI0dar10i6g+pQtGECTQVGRFGIqLRd87RiKwmAQcUMJ6C+M0DQKlSsv3BB7J95ozMNrQXtTauQM3sU+u4Dh6s3W7ECPP3DhmidX9ILjRtShZ+qpMFwzC2UaxYMQQEBMS9xllKZbSToKAgzJgxA8uWLcOyZcuQJ08e1K5dG4cOHQIA3L17Fy9fvkQOXcHqHDlymNUxciUsFDEMwzBmiLo6O3bQg/4772g93T2lNpHAZKIH/7175SCJNfbvp8FbwDxyWS8GpE1LAx4A+WAL/vc/oFEj7bZicCplShkBp+6vUiXzvojt9DYuRoio1lWrgI8/jn/7pMbatUCmTPT/fuMNGuzLlg3Yts2292/bRlHHgvTpgRUrrL/HUlFuxruwxSZzxw6yXWrf3vn9YRhGi7UAlA0bqGYNYDxoHxEBnD4t5/W27ocOkTAhOHzY8+oaeYJQZEtNJCHkqFnQ6t8eoKxKfY1LwbBhZF28axeQP7/5ev3/9+5dYNMmyujV10J5+lTWrjKym9OjzygyChZRP9e339I0vkx1R1CzJmUCpEpFVor6mi0M4y7U7/8PPwALF9K985Qp2tpyQMLOq+rzz969WiEXoLqOR49SXaLvvgMaNpTr9Fl4Av05KakjzoOA5Rq7DMNY5tSpUwgPD497DR8+3CH7LVy4MN5//32UL18eVatWxS+//IKqVavi+++/d8j+nQULRQzDMIwZxYtr53//HThyhNqZMrm8Ozbx+uvGQowRgYEyOlkvFBnZi33zjVYkAmgQRC/WrFpF05w5ZSRttmxA0aJAyZLGgyJi0MVaRlFsrPnxLT0cJVViYshm4uFDmr9wgTzN794FVq+O//0REVR7Sk+bNloRVBAWRgW5xcOmvtYC4120a0cDsM2bW94mSxaKdveU2msMk5xIl864vsTs2UCDBjITz8h67uFDsmYV6AMv5s0zf098lmauxp1CkQhCseXY+fLR9OZN4P594MULWT+qYUP6P86bZ5xNBFDWUpMmlkWp+/dlW9zT1a9PWQciaAcgkUdkEwG21fPRC0Vbtsh1wlpZRWQnifsOZ3H/vrTQq1ePalx6msUzk3xJlUq2g4KoLlyrVhQUpxeEE1Ivbs8emrZtS795kfmnUqoUPZuaTJSZbcSHH8q2CPLyZsLDbbdJPXFCtvkelmHsJ0OGDPD39497+TkxQqRSpUq48OpGJGvWrPD19cUtURD5Fbdu3UJgYKDT+hAffBphGIZhzEid2twzWthz2BJx6g0IixW9UGTJE15Y1VSpQgM6xYubZ5msX0/TFy/kMl9fGpA6fNj45t2WjKK//ya/f5V79zwvItqZjBpFFjRG2OLH3bEjFUjPlg1YtEi7To1OBKjuVNGiQMWKFL0IcEaRt5M5M0WKCzGXYRjPY+dOrVgxbBjw7rvabYwyiv76Szt4qA+8MLINtSXAwJW4UygS9x+2iBNZski73z17SCSKjqa/sQjeKFDAvj6rqEJg7drm60Xk/Dvv0DVaYMvgqCoU3bolAwfKljW3Fi5QQIqTzhaKxKB2ypRawZNhPAHVBk61pwS0tnCAeW3X+DhyRNYJs1UcLVLE+DjTpgHBwdT+6CP7+uFpxMZSZmbhwsCVK/Fvv2uXbE+Z4rx+MQyTeI4cOYKgV56eqVKlQvny5bFp06a49TExMdi0aROCxQnNDbBQxDAMwxiSNy9QrZqcFzehSUUoEp8jKoqyVQSWRAdxo/7++zJyNVcuYws4veiTMiUJRkaIB6P588n2SmXRIoou/eEH8/e9eAGMHZt8ipaOHWt5nVpo+s8/ybO8QgWafvopMGgQ2dYB9EDavj1Qt658z+7d2lpU//xjPjCk1rVivBM/P8tR7gzDuB8fH7quCoQNroot2Z36a7B6fm/blqZJXSh68ED7uS0RGyuFNVsHaqtWpek//wCtW1O7UCE6v6ZObV9/9QwfTvc9v/8u963SowfZByfk/yeEouvXyWpU8Omnsr11K1CnDomPws7u/n3nBOZcv04Z6xMn0nzNmnyNYjwP9TupfwbUzx8+bN++58+X7e7dbX+f3t1ClBNRa7+rQXuewpo1wGef0at5c2DAAApOE4SFUW1LYbUXEQF8/XX8+xUZiYBtNpyJJSaG/uZvvknuCwyTXHj8+DGOHDmCI6+sdkJDQ3HkyBFceTVQNHz4cHTt2jVu+0mTJmHVqlW4cOECTpw4gQEDBmDz5s0ICQmJ22bQoEH4+eefMXfuXJw+fRp9+vRBZGQkevTo4dLPpmIhbpphGIZJ7phM9CC9fz9ZAYgozqQmFAE0mCIijuMTXmrWlG2TiTJOsmShwQ2BPTVORDTe7dtkr/PiBWU1RUZSFoyeYsWAc+fo/zFyJPV70CDbj5cUEQNsd+/SwNLLlzR/8KB2u9at5d90wwZtlOT587JI74IF5scQmV8MwzCM8/jkEzlgqK9/AWjt6d54g87devQZRUIwGT2aCrAvX07Xh2vXPCcIwFFCUUAARf0/fUr2cEZ2uioPH8oBVVuvc1WqAHPmAKrFvrCkSyzZs2uDZrJn19bcWLDA2CbOFjJnpiyhhw/lMdq0keIhQLbEot6kGMCNiqLsc6PMtMTw4YdawcuWGpsM42rEPTVg/gyodzu4coV+L7a6NgmRNE0aY+tRS6iZpX/8IX/D3bvTuQmgjMcaNWzfp7O5f5+eQ9R6QgA9B4pnyHbttCI2QPX5fvzR+r737ZNtIzttRzN3LtXqBSiz8+nTxAcJMIw3cODAAdSpUyduftCrQZhu3bphzpw5uHnzZpxoBADPnz/H4MGDcf36daRNmxalSpXCP//8o9nH22+/jTt37mDkyJEICwtDmTJlsH79euTQp2y6EM4oYhiGYayit9xKKkKRap9w+TJNv/hCRrdZGjAxGsTRR+EKGwVbaNZMOy+s8IysBipWBBYv1j4gDR5s+7G8FUse3dWr03TVKnoAO3VK+0CrR7VjSJGCxCLBmDFAhw4k0F29av5erhfAMAzjfETWB2CcUSTswACq4WDE8uU0CC+yQMR1NW1aGpQTbh558pAFmSfgKKHIZJKCQ9WqQLlywFtvGQ8e/vijDH7JmdP2+zsjAc8o+8cRLFxoHgyjZkoFBgLbt9u2L5NJ1j8RmQfWSgCkSycHvK3ZAycUfVaUtRp6DOMuVGFDLwBVqwbMmEHCq7B/tFZz1RK2ZD+qqAK42hbCEyAt0z2F06fpb5kxI2VNCv73P6oDVbasuUgE0DVKOF9s2ULitrAW/fJLup7995/cXj3XnzlD9aT0gXOJITZW2nIL0qSRz9IMk5SpXbs2YmNjzV5zXinUc+bMwdatW+O2Hzp0KC5cuICnT5/i3r172LJli0YkEvTt2xeXL19GVFQU9u7di8qVK7voExnDQhHDMAxjFX3h6KQiFKl+9v/+SwNOo0bJZZaijI0GcVRRqXt3+9L+s2UD+vaV82JAy0is+OILit6bOVO7XF9nyVZiY60LK57CH3/ItnggXLnS/IHQWvHarFnN/6cNGgDdusljLF5M3wGxnz59aJomjfHAGMMwDONY1Aj1vHmNtxFZu199pV0uIskBYPp0qn8ByGukCBBp0UJuN2xYQnvqWIToZVSDyV6EUHTrFllBLVtGtQ71hITIIuhFi9q+f6PACWeJHG++Sdd3Iwvejh0pa8qerAEhRIqah9aCQEwmuf7OHduPYQtG9ysiq5lhPAlVKDKyRnz/fRI+xLOQrUKRavttb00hVRxSAxozZZK/7XXr6BknOlpr7+YuTp+maYUKwK+/ate9eCGvV3piYqQddt26wIoVQK9edO4bMYIyp2JjZcbjkyfy2a5ZMwqm0wclJoZbt+RnUUnu7hYMk5RgoYhhGIaxC0u1drwRUafm8WPzm2hLgwdGdgpqhPP779vfj/HjZduaUCQe0Fq31npCG1nv2EL69JRZ4+mFT0WUWr165Nt98CDQsiVlWI0cSet+/BE4fpzaISHmg0qWilHrM+YmTKABO2EruHkzPXQmNsqbYRiGiZ+AAODCBboGWrrfmDuXrHb09u3162vnxfVUBBuIQBdVKDp6NPF9dgRicNURNqf6AB8g/oFSe2om6/t49qx5zRBH88EH5rUw9EEztqBmrAHx/72F84sjM882bjSutcUWt4wnYmutH/H9tTX7Ts2esaUOj0qqVMClS8DFi+YBjMWK0bPa8+f0vJAnD93DG9l5u4rwcKB3b2oXKUKBa8eOaS2wrZElC1mnCv79V1q0lixJYpB4BgKoRh0gM40sOTMkBLUurIoIOmAYxvthoYhhGIaJl6lTZVt4EicFhEgQEWGe7t+hAxAUBAwZol1uFE1XsSLt65137PPYFvj5SbFp+XKqkySs5957j6KnX39dWq2ZTED58jLy+u5dGhBbu5YizGzhyhU5iNa/v/19diVCNGvcmMStcuXkupEj6SHx4UMqrA3QQ2KPHtJiBjD3BBfkz2+8PF8+is6rU8d8YIlhGIZxHq+/br12UOrUdN1VM4PTpqVrtlpH8N49bd3BkiVpqg7SW8paciUPHwInT1LbETanYl8q//xDg5UbNlDwhbDlE1SrZvv+1Vo6GTIAhQolrJ/2kCIF3fdMnUqZ2Lt30/2Aveiv5/EJXMKaLj6h6P59snlSuXCBsp/37qVBVLGPVavM31+tmmuK0DOMvVi6f9YjfkuWLEH1CAHf319rB24r+fIBBQqYL/f1lef1uXOlSLJsme2fxdH89JNsi0CFkiXty8L5/HPZfvxYZol+8AHts0ABeX77/HPHikMqoaGyrV6v1GsvwzDeDQtFDMMwTLyEhFAae2wsFfpNKgiLl+vXzdcVLkwe0N9+K5e1amW8n/TpaYDgt98S3heR8TJkCFnMCXEkTx6yRDt/3ryQsoiie/KEHjaaNrX9Rn3XroT31dWIv4XRgJ6vr3xQEVYIhQvT3+rcOfk/LlvWeN+WIng9YfCQYRiGsY0mTSiIYutWEvgB4PZtmaljMpHlj2jPmEFtHw94GhYWqACJIImlUiXzZQsWUEBKo0ay+LiKPUEu6qDu998nqIsJJiSE/q8JCcoB7BeKREaRtUHXly/pvqN4cTmI+ugRUKYMZYBXqUKDwqVL0zphOzdzJr03MpIyBDzhu8gwemzNKBKZ90b10PTExsoaXfPmJaxf1hDPBT/+KJe9eEFZSO5AZD/OnKnNfI0vUE9vUaenVi2qxycYMICmU6dqn2NU54vE0qiRbN++TTVeGYZJWvDtCMMwDGMTSfEBVtiz6O1MAK3V2NatQNu2xh75zmDvXq1QBBhnMgmhqEMHGa124UL8EXM3bphbMERGJry/zkZkV1mqE6SPwM6Vi6Y+PsCmTTRQ8/vv8b/Xz4/qHtWpo43cYxiGYTyT9evp+jx9Os2bTDJj6NdfpVCULZv2OpoqFU2fP6caEBMmUK0Hd3D4ME1r1JDXr8Sg1u8z4s4dqm0hGD/e/oHEBQuATp3o5U3ohaL4akLZYj23ejVldsfEyFqXW7aY31fdukUCnRCKihen+5S0aY3v8RjGE7A1C0cEsxnVQ9MzfjxlNqZJY24Z6ggsBYHdvu34Y8VHbKy00G7cWLsuKAj47DPt+ThTJgoYHDVKisuWmDRJO68GNKoC39On8deknTUL2LbNeN3hw8DkyebfBZPJPoGQYRjvIIW7O8AwDMMw7kIMEBjVKFAHD2rVcm0m1dmz8vjWBo3UjCKV+/eB7Nktv8/IPvD8eYp+9TSio0nYAiwLRfo6Fqr4U7482flZIihItqOigIED6cUwDMN4Pg0b0kulaFGa7tkjM0H0AQWiNsSLF8DChcDHH9O83pLN2ajXuEWLHLNPW8QmkQnk6wsMHmz/MbxRJAJI+EmXToo48QlkwnrOWkbRwoWyPX8+MHw41VE04uhRGQikr5HIMJ5ItWpk4RYfK1bQdMEC+h1YQ2ShVK9uXmPIEVjKzLS1fpIjiYiQAouRgPXFFzQVdYZ69CDxCLB+3smUyfy5LWdOsmZVLVcBer65csXYqg8ADh2SNZTu3zfPtGzRArh2jYIMBPnyaT/T8eN0/WTRm2G8nyQYH84wDMMwtmEtktSSKOEsTp2iiGaArPBOnaK2tUEMS57eIoLaEps3my8TEa6exo0bFKWbMqUcsNGjDhKaTPYV1VaFIoZhGMb7efddmsbEyOuDfoBOzSjav991fVOJjaVoehHpLbJXXIkzBmk9GZMJeO01OZ/QjKKICNqXySRrrQiExaHgu+9ke80ammbJYjnrgWE8iXffBWbPdtxzwpMnMvtEnxHjKPSZg+I3Gd/zkTPo3JmmadNar8W0di1Zoo4dK5cFBlKds9WrSdz/+mt6RvzpJ+PrlslETgpffkniz8SJ0hHktdekSK3nxAnZFg4Va9bQ9TMsjEQigPYrEGJgs2ZkwX7qlLbvDMN4L3YLRdu3b0fz5s2RM2dOmEwmrFy5UrM+NjYWI0eORFBQENKkSYN69erh/Pnzmm3u37+PTp06wd/fHxkzZkTPnj3x+PFjzTbHjh1DjRo1kDp1auTJkwffqkUiGIZhGMYBCOs5Qd++NC1blgonu5KiRanOkD4KTrXA06OvMSA4d876sVQ7gnfeoak9D4BPn7ou6lr4/efJY9n+sGJF2c6f3zzDKD7WrqWHKzG4yDAMw3gv6dIBDRpol+mvCyKj6Plzy9dSZ3PxIlnbCuy9dtlC3rxau6MvvwRKlZLz+fM7/pieTu7csm1rRpFeKFIHTPWoWd5du1K2WocONP/nnzTlbCLGW/D1pfvjQoWsb/fRR7L9/Ln5+thYEirEbyllSpn96Whq1JDtt96Sfb9/3znHe/CABBz9s9G//0pxOD4budy5gfffNxeTWrYEmjen+kPDhlHW0HvvAa+/bryfqlXJOaJsWXJIaNpUruvWDdANuwKQFt8AsGEDTZs3JxvBnj2Nj1OiBE0zZiSxCADmzLH+GRmG8Q7sFooiIyNRunRpTJs2zXD9t99+iylTpmDGjBnYu3cv0qVLh4YNG+KZkv/YqVMnnDx5Ehs3bsSaNWuwfft2vPfee3HrIyIi0KBBA+TLlw8HDx7Ed999h9GjR2OmqALHMAzDMA5AH0lavz49xOzY4Z7+AOaDB9aEIr0lgShgvXOn5fdERsr3nTkjB4zOnLGtf7dvUxZOu3a2bZ9YhOhlbVBFjcrt08f+YzRuTA9JosYFwzAM491Uq6adDw/XzouMohcvzO1bXYUrbJDSpJFF4wEaXFTrYVgTPJIqakBO+vTWtxUZRfr7LZH1raIGs6RPD/z3H2ViADIw6dgxmrJQxCQ1Ro6UbT8/aakm6NCBhGuR0Zcli/NsymrUoAC4XbvICs+ZdXS2bCFr09y5gf795fKYGKBRI2pXqgRs3Oj4Y9uCKoZv2ULnNBGEJ1Azrc6e1dZXW7vWeL9qNqqo63rxIr0YhvFu7BaKGjdujLFjx6J169Zm62JjYzFp0iSMGDECLVu2RKlSpTBv3jzcuHEjLvPo9OnTWL9+PWbNmoXKlSujevXq+OGHH7Bo0SLceGXQ/Ntvv+H58+f45ZdfULx4cXTo0AEfffQRJsZXmZNhGIZh7EAvFOXKRTf67rRi6dZNO29NKPrqK7JXCAwEatemSDQAUGM5rl6lgSAxICWElyxZaKBCFP22NaNo1SoacFu2DLhwwbb3JAZRuyFvXsvblC1LkXqlS8u/gb3kzi0HDhmGYRjv5u23Za2ezJnJskfFEzKKnGmDtGQJ1aP47TfKkH7vPcq+bdmS7ITKlQNCQihqPLmh1quylKksEBlFDx9SxsCXXwKnT8ssARV1YPzxYxoQF9np+ns5FoqYpIb+mWrUKK0Y/tdf2vV6i0ZHU6gQEBxMopX4/Rll0ySWzz8nUQjQfsZ792QQwrx5lOnqDvR2c0+eAAcPapep9fFu3aL6fvGhPjOpVn8HDtjfR4ZhPAuH1igKDQ1FWFgY6tWrF7csICAAlStXxu7duwEAu3fvRsaMGVFBuTLUq1cPPj4+2Lt3b9w2NWvWRCrl7NOwYUOcPXsWDx48MDx2VFQUIiIi4l6PnBEuwDAMwyQp9NZz1kQZV9GrlzazxdqDRcOGwPnzwM2bFCVWsyYtf/JEelfnzUvRwyKCVghCYpBC2DHYKvqkTi3bdeva9p7EIB4y9YXIVdKmBY4coZf+f8owDMMkPwoXproKsbE0YKe3olNrFKnR06o1q7O5fVu2VQtVR9CuHUV2ly9P8z/9BOzbR9dwf38aKJw61bHH9Bbis4BSyZhRfldy56b7qWLFzLebNAn49FOZySZESoH+/lIE6TBMUiFFCvPv+Y8/0jQ21lyQHzzYNf0C5LOBo4cIL1wAtm2T85cuAVFR1BbPL5kyuVcYVmuytWpFU1XA27hRmzEZEwOsX2+8L9XgSc0G8/EB2rQx3zfDMN6JQ4WisFdnmBy6Spw5cuSIWxcWFobs2bNr1qdIkQKZM2fWbGO0D/UYesaNG4eAgIC4VzGjOziGYRiGUdBHv3mCUARQ3aCePamoaXzRrirxRXSNHy/tUsRDixCQIiKoRtIPP1g/hmrfc/26jKJzFvPm0ZSLPjMMwzCOQgz+nzmjtZ47dMh1fVDL+C5d6rrjJnc6daLaHX/8Ef+2JhOgG7rQsGsX8OGHFOQDUGR+r17AunXa7fT3l2rdKIZJKmTKpJ3/4QcSiHbsMH9eqFXLdf0Sv7+ZM4FffnHMPmNipDhSoQIdIyZGBt69ipN3+/PL2LF0Tjp4UPZFzWYV2bZqQN748eb7WbWKnk3HjKFMVT1i3yEhwMqVdI6dOFE+xzEM4z24uFS38xg+fDgGDRoUN3/9+nUWixiGYRireGJGEUD9mjUrYe8dPBiYMMHYSm7IENkuV46m6mf+/nuatm1LxVKN0EedhYebPxg6ipgYErAAaf/CMAzDMIlFWM8BVHBcMGEC2bY5m7AwOWA5bRqQL5/zj8kQvr40gGkrgYGUnWZEcDC9BLlzAz//bL5dnjyy/cMPbHXLJE0yZaKan4K7d4G9e82FhzffdF59IiPU31/v3pRxmdhnvu3bgePHqV22LE0PHKDnryJFgG++oWUFCiTuOIklKEiek4SYI7J+7t8HNm+m9sGDQLNm8jMBQP78lCUVEgK0aEHL1Bp3KmoWpb5KSZMm1p0hGIbxLByaURT4ahTn1q1bmuW3bt2KWxcYGIjbap49gOjoaNy/f1+zjdE+1GPo8fPzg7+/f9wrg6eM9jEMwzAeSwpduIS7/KMdicgUmjzZ3PpE0LYtRYUB5N2tR0TGAjSQVb68HCTRC1AGJQsTTXQ00LQpDeYIhF0CwzAMwyQWNTtWZdcusoEzGux3FC9fUuZwWBhQvLh5bULGs9AZncQhbLVsoVUrisL/9Vd5/8UwSQ2jwLE6dczrE1kKRnMWLVrILJiYGArIW7tWrg8PB+rXB0aOtH2fwqEBoJqx4vlr1Sp6vhQ1Yb/9NnF9dyRCrJkyhYQ6IRzlzk1W5V99pd3+wAFg+XJ6poyPTp0sr5szJ0HdZRjGTThUKCpQoAACAwOxadOmuGURERHYu3cvgl+F2gQHB+Phw4c4qFRQ27x5M2JiYlC5cuW4bbZv344Xikn0xo0bUbhwYWRyVtgywzAMkywR1gcVKrg2us1ZqD7YN26Yrx89mqKl06SxvI9XJQMREUEDGocO0UNCTIw28hogb24LrrB2ExkJHD0KrF6tfYADrPeXYRiGYezBUiH169dpcOy994CHD2lZVJTMbnUEo0ZRXcH06cn+LCkEqSRlLFns2pMFljIliYPdu/P9DJN0yZjR+vqmTWn6ySdO74oG8fsrUcK8LwA9G/3zD9mq2WqpvXMnTT/+mAQY8fylWq19+SVQpkxieu5YhDCk/4xBQTRt1kyKZb/8Qtu3bq0N3LNEwYKWs4a2b6fsJYZhvAO7haLHjx/jyJEjOHLkCAAgNDQUR44cwZUrV2AymTBgwACMHTsWq1evxvHjx9G1a1fkzJkTrV6FAhctWhSNGjVC7969sW/fPuzcuRN9+/ZFhw4dkPNVaME777yDVKlSoWfPnjh58iQWL16MyZMna6zlGIZhGMYRbNxIUWHiht/bsVQw9cEDshoYNcpy3aP+/Wl6/z7VbFA9qCdOBPbvB27doki8yEga5AIc87eLiaGHqTJlKOOJYRiGYZxFxozAhg3Wt5kzh4qwN2xIWSU3byb+uKdO0eAhQFlLRYokfp+MczHKvAaA589d2w+G8XTEcwEAvIoBj2PTJgoEu38fcFeFiEmTjJf//rtsW7KZVDl9Gli4kNriucvo+atSJbu653QsCTlqhtfnn1MNox497N+/pbpvf/5JwrqwvGMYxrOxWyg6cOAAypYti7KvjDgHDRqEsmXLYuQr6Xno0KHo168f3nvvPVSsWBGPHz/G+vXrkTp16rh9/PbbbyhSpAjefPNNNGnSBNWrV8fMmTPj1gcEBODvv/9GaGgoypcvj8GDB2PkyJF47733Evt5GYZhGEZDypRA0aJJxy8+e3aysdFH9WXMaLmg6ldfATVrUsFT8ZD3ySdSOAJosOytt6jduDGQNi3QpQvNDxlC6xPDtWuyAKwee2oJMAzDMIwt1Kihndc7lx88SGLOtm3As2fA4cO0/ORJGvhKCCdO0LRKFaBDh4Ttg3Et+mj6gQPJTqtRI/f0h2E8FbX2W/bs2nW1alGgmjsNgqpU0c6/eAHcvk1BcAKjGq96+vaVbSEQNWhgvp2l4D13UbOmuYBXpAgwbJh2WebMCdt/5crSqUPP48dUG6pNG2DqVBKjGIbxTFLEv4mW2rVrI9bKaJDJZMIXX3yBL774wuI2mTNnxkIhwVugVKlS+Ffvb8MwDMMwjFVMJukF3aEDsHgxCWHWGD6cXgB5VJ86RcWWVWJjZZRd8+Y0rV4dmD4dCA2lSMF69RLeb6MHsy1bgNq1E75PhmEYhrGE3gIsXz4p5ADAmTPAjh1yPiqKpsK+aN8+qmdkD2JwzNU1OpiEU6ECsGyZnB8/3nJmNsMkZ9TarwEBsv3hh7bZlzkbvc1n375kN6py9izVK7KGWp+oUCGaZswIVKumdVmwVCvWXWTMCOzZQ5972jRadvq04/afOjWwdSv9TXPnNl+/dStNV6wAzp+3rfYRwzCuh29xGIZhGCaJMns2eU0vWmT7e/LkiX8bUdtBZBgBMtI6oUyZYr6sVKnE7ZNhGIZhrJEjh2znzatdd+AAcOmSnP/jD4qKFixaRDUdqlUDjh2zfIxp0yj7JHduGjAFLGf4Mp7HwIHaeRaJGMaYbNlkO21a2X7tNdf3xRK7d8v2zJnAX39p1xsFrl24ALz9NrB8Oc0L94U339ReQ77/HvjgA6BXL9rWU88VY8aQc4QaGOFIcuWi696CBWR5nj+/+TZTppBoBVCGkaiNxDCM+7E7o4hhGIZhGO8gXTrymrYHW4Qi8cCXKhXw6adUbyE01P7+CR49ouwhAHjjDYoyy5kz4dYHDMMwDGML9erJenzxXf8WLgQGD5bzqi1qnTrGVjoxMVqbIoE+m4nxXPz8yGp3/nx394RhPJs2bcjOOn16ytAUiAAzT6BKFXJJGD3a+BnJSCj6+mtgyRJ6xcZSHVcA+O477XYVK9qfZeoOMmUCxo1z7jFEUAQAhIRQIMazZ9ptgoOBjh1ljaiOHeN3wWAYxvl4qMbNMAzDMIw7MBooq15dtr/4wtiD3F6v6V27KMLsu+8Af38gMpIGYw4eBNau1dr9MAzDMIyzsSVQ4swZ4+X37xsvj4w0Xp5U6iImF/R1HxmGMad8ecrYOX0aGDSILBs3bqTaOJ7GZ59pLbPbtKGpkVB086Zs16sH3LhBbTVrirFMtmzA/v30vdiwgb4TnTvTOiESAUCxYlQX0JN48YLqT7Vokfh6vAzjLbBQxDAMwzBMHHXrkhCUNatcVro0PUBly0aWCirCPufuXfuO8+abwOXLwNChctlXX1Ex8caNgQIFEtZ/hmEYhkkItkSCWyuz+/Kl+bI7d8yXpU9vnGXEeC5Dh1JQS69e7u4Jw3g2VaqQzWbq1PTsUK8e1U/1NHx96XxerBg5MPzvf7T8yhV53n75koIDDh6U79u0SbY5M9R2SpQAihQh0aVePcrQ3LULKFdOu92KFe7pnxHR0WSdt3Ej8OefwL//Aps3A8+fG29/4YIUEZ1BeDhw5AgLVozzYaGIYRiGYZg4qlen7KBr1+SygABg6VIgLEzrPw5IQcleoUhvPwBobQoYhmEYxtmo9SUsFTCPjpZtfT0LlcuXzZe1bSvbd++SFd3du1pbJsbzyZ0buH2bapowDJM0yJaN6svdvk3ZUMWK0fJdu2javz9Zod26Zfx+zihKHMHBVAvw9m1g+nRa9uiRe/ukMmSI1qKvVi0KdPz4Y/Ntz54l+/SiRS1nEieWWrWAsmUpU49hnAkLRQzDMAzDaMiQgWzgFiwAmjShG2UfH+OirEFBNL1+3fb9Gz1wvfMORR8yDMMwjKsYMYKyWBcupKj3iROB1q2Bo0eBhg2BnTsp8tzfP/59qZZFz58D779P0b+CLFnoGH5+Dv8YjAvw8/PMzAiGYRKOr68UfKpVo2n37pQZMm2adtt+/bTzLBQlHpOJBDvhJOEpQlFoKDBpkvG6H34AHj4EvvlGZpstXkzTiAhgzhy6t1Czz6KjgalTqbbv6tX29ycigu5LAODXX+1/P8PYgyk2Nmkmrl27dg158uTB1atXkTt3bnd3h2EYhmGSJA8fUlFUgCKobHlo+vNP8noWVK9O6fwMwzAM44nkyaPNtBVUrgzkygUsXw5MmSIHEsePpyALlaT51M0wDJM0mDMH6NGD2nXqAFu2yHVTpwIhIcC5c0DhwrTs5UvjIDrGfnbtIqGuQAHg4kV394aygZcvt7y+e3f6vuTPT6KSURCBjw/VOPLxoWzkZs1oeYoUlFkcEGB7fzp2BBYtovbrr5PNHZN4WDcwhk9rDMMwDMMkmIAAqrcAGA+iGdG1q/P6wzAMwzCOJkMG7fyvv1Kx9unTpX3dRx/JAS69SGRtwIlhGIZxP8J6DtCKRIC8BhQqRAP2q1axSORIRNauuzOKFi4E8ubVXrPnzqUMoS5d5LI5c2h66RJZwhkRE0PfKZNJikQAZRfVrElW77Zw8qQUiQDgv/+A+/dtey/DJIQU7u4AwzAMwzDei8lEkdanTwNXr9IDFEBRdr6+cjsRdXftGmUhqeitHBiGYRjGkyhUiK5zgu7dZTtLFtkeMQL48kvtewMDtYNEDMMwjOdRtKjldSlTyvbbbzu/L8kNcR198ICsW1Olck8/evcGnjyR85cvk3AkaN4caN9e+57t2y3vT7WkVTl2DBg6lDLVUqSQ3y/1s0dF0bO0UW28U6fIkYNhnAFr4AzDMAzDJApxA331Kk0//ZRu+M+do/lVq8iSzsdHe7P96BFw+DDQrp1r+8swDMMw9rBgAbBuHU31UcDPn8v2778DtWtTO1UqYN8+4NAh7SAjwzAM43lkyAC8+67xuogI1/YluREYCKRLR4GF//3nvn6oIhFA9ZNU9M+soq6VwJ4ss19+oe9c1qwkKHXvTvMbNlB9I39/suLbu5e2r10bKFiQ2rZmIzFMQmChiGEYhmGYRJEnD03376fpV18B4eFA//7AnTtAq1bagTQAKF6cLOvKlOHi0AzDMIxnkz490KgR0KkTkDmzdp2aXQQAV67QdOZMoGJFICjIJV1kGIZhEknJkubLcucG3nrL9X1JTphM8m//44/AmTPUPnTIdXZ0RnUE06QxXzZwIPV38GDqq8qkSYCfH71y56bso8yZSVBKl858Xy9fkgjZogVZ3D1/DvTpAzRsSO1r16RQNGaMdO44f57EpNu3E/WRGcYQFooYhmEYhkkUQiiaMYOKdgrWrwfatDF+jz5Ci2EYhmG8kaJFjQeYRO0ihmEYxjvQ16N7910S/1WLUcY5VK1K06lTgbJlyca1fHlgwADXHF9vjW6JiRPJFm78eKBUKarXCwAVKpCdemQk8OwZfW8WLwbu3gV27KAgykaNjPcpXDgAIDSUBCQ9hQtT9hFAdRDr1QOaNrX54zGMzbBQxDAMwzBMohA3vbGx5jesO3bIdoECNC1SBBg2zDV9YxiGYRhXsGSJdp4HFhmGYbwLvVA0bhw7H7gK1cbt2TOq+QeQRVvr1pTV1be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            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "stock_index_pb_lg = ak.stock_index_pb_lg(symbol=\"中证800\")\n",
        "stock_index_pb_lg = stock_index_pb_lg.rename(columns={\"日期\":\"date\",\"市净率\":\"pb\"})\n",
        "stock_index_pb_lg = stock_index_pb_lg.set_index(\"date\")\n",
        "stock_index_pb_lg.index = stock_index_pb_lg.index.astype(str)\n",
        "stock_index_pb_lg = pd.merge(stock_index_pb_lg, zz800,right_on='date',left_on='date')\n",
        "stock_index_pb_lg.index = pd.to_datetime(stock_index_pb_lg.index)\n",
        "\n",
        "stock_index_pb_lg = stock_index_pb_lg.iloc[750:]\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(stock_index_pb_lg[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(stock_index_pb_lg[\"pb\"], 'b', label = 'pb')\n",
        "ax2.set_ylabel('pb')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k5XUvLh4Lshe"
      },
      "source": [
        "6.构建中证800股息率因子\n",
        "\n",
        "因子计算方式： 当股息率高于2.5%是底部区域，低于1.5%是顶部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。由于缺少中证800股息率的股息率数据，使用上证A股和深证A股的股息率均值进行代替。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "IFolOFuocJv8",
        "outputId": "3a06496d-f9aa-4a3f-9b32-664b0e967a82"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x27651118a40>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "shgxl = ak.stock_a_gxl_lg(symbol=\"上证A股\")\n",
        "shgxl = shgxl.rename(columns={\"日期\":\"date\",\"股息率\":\"DYR_sh\"})\n",
        "shgxl = shgxl.set_index(\"date\")\n",
        "shgxl.index = shgxl.index.astype(str)\n",
        "\n",
        "szgxl = ak.stock_a_gxl_lg(symbol=\"深证A股\")\n",
        "szgxl = szgxl.rename(columns={\"日期\":\"date\",\"股息率\":\"DYR_sz\"})\n",
        "szgxl = szgxl.set_index(\"date\")\n",
        "szgxl.index = szgxl.index.astype(str)\n",
        "\n",
        "gxl = pd.merge(szgxl, shgxl,right_on='date',left_on='date')\n",
        "gxl[\"DYR\"] = (gxl[\"DYR_sh\"] + gxl[\"DYR_sz\"])/2\n",
        "\n",
        "gxl = pd.merge(gxl, zz800,right_on='date',left_on='date')\n",
        "gxl.index = pd.to_datetime(gxl.index)\n",
        "\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(gxl[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(gxl[\"DYR\"], 'b', label = 'DYR')\n",
        "ax2.set_ylabel('DYR')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KssYTx_nLtRY"
      },
      "source": [
        "7.构建中证800股权风险溢价因子\n",
        "\n",
        "因子计算方式： 使用中证800成分股1/PE_ttm和十年国债收益率的比值，滚动5年进行均值方差标准化处理。当指标位于1.5以上或-1.5以下时，预期市场未来分别为上涨或下跌，平均持续一年左右。"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "3rV0Xtwqe4-L",
        "outputId": "86ba33af-6f4e-4b2f-b6b7-fcf0cd66f295"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "C:\\Users\\Dev\\AppData\\Local\\Temp\\ipykernel_18344\\1281336459.py:16: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
            "  erp[\"ERP\"] = erp[\"ERP\"].rolling(5*220).apply(lambda x:(x[-1]- x.mean())/x.std())\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x276a507dfd0>"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "stock_index_pe_lg_df = ak.stock_index_pe_lg(symbol=\"中证800\")[[\"日期\",\"滚动市盈率中位数\"]]\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.rename(columns={\"日期\":\"date\",\"滚动市盈率中位数\":\"pe_ttm_median\"})\n",
        "stock_index_pe_lg_df = stock_index_pe_lg_df.set_index(\"date\")\n",
        "stock_index_pe_lg_df.index = stock_index_pe_lg_df.index.astype(str)\n",
        "\n",
        "gz_data = ak.bond_zh_us_rate()[[\"日期\",\"中国国债收益率2年\",\"中国国债收益率5年\",\"中国国债收益率10年\"]]\n",
        "gz_data = gz_data.rename(columns={\"日期\":\"date\",\"中国国债收益率2年\":\"2y\",\"中国国债收益率5年\":\"5y\",\"中国国债收益率10年\":\"10y\"})\n",
        "gz_data = gz_data.set_index(\"date\")\n",
        "gz_data.index = gz_data.index.astype(str)\n",
        "\n",
        "erp = pd.merge(stock_index_pe_lg_df,gz_data,right_on='date',left_on='date')\n",
        "\n",
        "\n",
        "erp.index = pd.to_datetime(erp.index)\n",
        "erp[\"ERP\"] = 100 / (erp[\"10y\"] * erp[\"pe_ttm_median\"])\n",
        "erp[\"ERP\"] = erp[\"ERP\"].rolling(5*220).apply(lambda x:(x[-1]- x.mean())/x.std())\n",
        "\n",
        "erp.index = erp.index.astype(str)\n",
        "erp = pd.merge(erp, zz800,right_on='date',left_on='date')\n",
        "erp.index = pd.to_datetime(erp.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(erp[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(erp[\"ERP\"], 'b', label = 'ERP')\n",
        "ax2.set_ylabel('ERP')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "v7nAneQkLuEN"
      },
      "source": [
        "8.构建中证800成分股的AIAE因子\n",
        "\n",
        "因子计算方式：AIAE 用来描述资金配臵股票资产的比例，AIAE=股票市值/（股票市值+债券市值 +现金），低于15%为底部区域。当指标处于底部区域时，平均未来一个季度股市预期表现较好。由于未找到公开的债权市值数据源，所以计算公式中未包含债权数据，即AIAE=股票市值/（股票市值+货币和准货币(M2)）"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        },
        "id": "M2Lpuu0rf5HJ",
        "outputId": "5a2e7063-b49b-4082-af88-ba075639f0e5"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.legend.Legend at 0x276a5d50f20>"
            ]
          },
          "execution_count": 7,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "stock_account_statistics_em_df = ak.stock_account_statistics_em()[[\"数据日期\",\"沪深总市值\"]].iloc[::-1]\n",
        "stock_account_statistics_em_df = stock_account_statistics_em_df.rename(columns={\"数据日期\":\"date\",\"沪深总市值\":\"total_stock_value\"})\n",
        "stock_account_statistics_em_df = stock_account_statistics_em_df.set_index(\"date\")\n",
        "stock_account_statistics_em_df.index = stock_account_statistics_em_df.index.astype(str)\n",
        "\n",
        "macro_china_money_supply_df = ak.macro_china_money_supply()[[\"月份\",  \"货币和准货币(M2)-数量(亿元)\"]].iloc[::-1]\n",
        "macro_china_money_supply_df = macro_china_money_supply_df.rename(columns={\"月份\":\"date\",\"货币和准货币(M2)-数量(亿元)\":\"total_m2_value\"})\n",
        "macro_china_money_supply_df.date = macro_china_money_supply_df.date.apply(lambda x: f\"{x[:4]}-{x[5:7]}\")\n",
        "macro_china_money_supply_df = macro_china_money_supply_df.set_index(\"date\")\n",
        "macro_china_money_supply_df.index = macro_china_money_supply_df.index.astype(str)\n",
        "\n",
        "aiae = pd.merge(macro_china_money_supply_df,stock_account_statistics_em_df,right_on='date',left_on='date')\n",
        "aiae[\"AIAE\"] = aiae[\"total_stock_value\"] / (aiae[\"total_stock_value\"]  + aiae[\"total_m2_value\"] )\n",
        "zz800_m = zz800\n",
        "zz800_m.index = pd.to_datetime(zz800_m.index)\n",
        "zz800_m = zz800.loc[zz800.groupby(zz800.index.to_period('M')).apply(lambda x: x.index.max())]\n",
        "zz800_m.index = zz800_m.index.astype(str)\n",
        "zz800_m.index = [str(i)[:-3] for i in zz800_m.index]\n",
        "zz800_m.index.name = \"date\"\n",
        "\n",
        "aiae = pd.merge(aiae,zz800_m,right_on='date',left_on='date')\n",
        "aiae.index = pd.to_datetime(aiae.index)\n",
        "\n",
        "fig = plt.figure(figsize=(20, 5))\n",
        "ax1 = fig.add_subplot(111)\n",
        "line1 = ax1.plot(aiae[\"close\"], 'r', label = 'close')\n",
        "ax1.legend(loc=0)\n",
        "ax1.set_title(\"close\")\n",
        "ax1.set_ylim(0,7000)\n",
        "\n",
        "ax2 = ax1.twinx()  # this is the important function\n",
        "line2 = ax2.plot(aiae[\"AIAE\"], 'b', label = 'AIAE')\n",
        "ax2.set_ylabel('AIAE')\n",
        "#ax2.set_ylim(1.0, 80)\n",
        "\n",
        "lines = line1+line2\n",
        "labs = [l.get_label() for l in lines]\n",
        "ax1.legend(lines, labs, loc=0)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JvCSzVgvNyN6"
      },
      "source": [
        "9.构建中证800成分股的DCF估值因子\n",
        "\n",
        "因子计算方式： 基于中证 800 ROE 和分红率得到预期增速，采用二阶段 DCF 模型给出绝对估值，n2 取 25 年为合理估值。\n",
        "\n",
        "由于未找到公开数据源，当前因子未成功复现。"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.4"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
